{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Machine Learning / Aprendizagem Automática\n", "\n", "## Sara C. Madeira, 2024/25\n", "\n", "# AA Project - Learning about Pet Adoption using PetFinder.my Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Logistics\n", "\n", "**_Read Carefully_**\n", "\n", "**Students are encouraged to work in teams of 3 people**. \n", "\n", "Projects with smaller teams are allowed, in exceptional cases, but will not have better grades for this reason. \n", "\n", "The quality of the project will dictate its grade, not the number of people working.\n", "\n", "**The project's solution should be uploaded in Moodle before the end of December, 22nd 2024 (last day before Christmas holidays).** \n", "\n", "Teams should **upload a `.zip` file** containing all the files necessary for project evaluation. Teams should be registered in [Moodle](https://moodle.ciencias.ulisboa.pt/mod/groupselect/view.php?id=267782) and the zip file, upload by one of the group members, should be identified as `AA202425nn.zip` where `nn` is the group number.\n", "\n", "**It is mandatory to produce a Jupyter notebook containing code and text/images/tables/etc describing the solution and the results. Projects not delivered in this format will not be graded. You can use `AA_202425_Project.ipynb`as template. In your `.zip` folder you should also include an HTML version of your notebook with all the outputs.**\n", "\n", "**Decisions should be justified and results should be critically discussed.** \n", "\n", "Remember that **your notebook should be as clear and organized as possible**, that is, only the relevant code and experiments should be presented, not everything you tried and did not work (that can be discussed in the text, if relevant)! \n", "\n", "_Project solutions containing **only code and outputs without discussions** will achieve a **maximum grade of 10 out of 20**._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tools\n", "\n", "The team should use [Python 3](https://www.python.org) and [Jupyter Notebook](http://jupyter.org), together with **[Scikit-learn](http://scikit-learn.org/stable/)**, **[Orange3](https://orange.biolab.si)**, or **both**.\n", "\n", "**[Orange3](https://orange.biolab.si)** can be used through its **[programmatic version](https://docs.orange.biolab.si/3/data-mining-library/)**, by importing and using its packages as done with Scikit-leatn, or through its **workflow version**. \n", "\n", "**It is up to the team to decide when to use Scikit-learn, Orange, or both.**\n", "\n", "In this context, your Jupyter notebook might have a mix of code, results, text explanations, workflow figures, etc. \n", "\n", "In case you use Orange/workflows for some tasks you should also deliver the workflow files. Your notebook should figures for the workflow used together with an overall explaination and specific descriptions for the options taken in each of their widgets.\n", "\n", "**You can use this notebook and the sections below as example.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dataset\n", "\n", "The dataset to be analysed is **`PetFinder_dataset.csv`**, made avaliable together with this project description. This dataset, downloaded from [Kaggle](https://www.kaggle.com), contains selected and modified data from the following competition: [PetFinder.my Adoption Prediction](https://www.kaggle.com/c/petfinder-adoption-prediction/). \n", "\n", "PetFinder.my has been Malaysia’s leading animal welfare platform since 2008, with a database of more than 150,000 animals. PetFinder collaborates closely with animal lovers, media, corporations, and global organizations to improve animal welfare. Animal adoption rates are strongly correlated to the metadata associated with their online profiles, such as descriptive text and photo characteristics. As one example, PetFinder is currently experimenting with a simple AI tool called the Cuteness Meter, which ranks how cute a pet is based on qualities present in their photos. In this competition data scientists are supposed to develop machine learning approaches to predict the adoptability of pets - specifically, how quickly is a pet adopted? If successful, they will be adapted into AI tools that will guide shelters and rescuers around the world on improving their pet profiles' appeal, reducing animal suffering and euthanization.\n", "**In this project, your team is supposed to use only tabular data (not Images or Image Metadata) and see how far you can go in predicting and understanding PetFinder.my adoptions. You should use both supervised and unsupervised learning to tackle 2 tasks:**\n", "\n", "1. **Task 1 (Supervised Learning) - Predicting Adoption and Adoption Speed**\n", "2. **Task 2 (Unsupervised Learning) - Charactering Pets and their Adoption Speed**\n", "\n", "The **`PetFinder_dataset.csv`** your machine learning algorithms should learn from has **14.993 instances** described by **24 data fields** that you might use as **categorical/numerical features** and corresponds to a modified version of the `train.csv` file made available for the competition (https://www.kaggle.com/c/petfinder-adoption-prediction/data). **The target in the original Kaggle challenge is `Adoption Speed`.**\n", "\n", "### File Descriptions\n", "\n", "* **PetFinder_dataset.csv** - Tabular/text data for machine learning.\n", "* **breed_labels.csv** - Contains Type and BreedName for each BreedID. Type 1 is dog, 2 is cat.\n", "* **color_labels.csv** - Contains ColorName for each ColorID.\n", "* **state_labels.csv** - Contains StateName for each StateID.\n", "\n", "### Data Fields\n", "\n", "* **PetID** - Unique hash ID of pet profile\n", "* **Type** - Type of animal (1 = Dog, 2 = Cat)\n", "* **AdoptionSpeed - Categorical speed of adoption. Lower is faster.** This is the value to predict in the competition. See section below for more info.\n", "* **Name** - Name of pet (Empty if not named)\n", "* **Age** - Age of pet when listed, in months\n", "* **Breed1** - Primary breed of pet (see `BreedLabels.csv` for details)\n", "* **Breed2** - Secondary breed of pet, if pet is of mixed breed (Refer to BreedLabels dictionary)\n", "* **Gender** - Gender of pet (1 = Male, 2 = Female, 3 = Mixed, if profile represents group of pets)\n", "* **Color1** - Color 1 of pet (see `ColorLabel.csv` for details)\n", "* **Color2** - Color 2 of pet (see `ColorLabel.csv` for details)\n", "* **Color3** - Color 3 of pet (see `ColorLabel.csv` for details)\n", "* **MaturitySize** - Size at maturity (1 = Small, 2 = Medium, 3 = Large, 4 = Extra Large, 0 = Not Specified)\n", "* **FurLength** - Fur length (1 = Short, 2 = Medium, 3 = Long, 0 = Not Specified)\n", "* **Vaccinated** - Pet has been vaccinated (1 = Yes, 2 = No, 3 = Not Sure)\n", "* **Dewormed** - Pet has been dewormed (1 = Yes, 2 = No, 3 = Not Sure)\n", "* **Sterilized** - Pet has been spayed / neutered (1 = Yes, 2 = No, 3 = Not Sure)\n", "* **Health** - Health Condition (1 = Healthy, 2 = Minor Injury, 3 = Serious Injury, 0 = Not Specified)\n", "* **Quantity** - Number of pets represented in profile\n", "* **Fee** - Adoption fee (0 = Free)\n", "* **State** - State location in Malaysia (Refer to StateLabels dictionary)\n", "* **RescuerID** - Unique hash ID of rescuer\n", "* **VideoAmt** - Total uploaded videos for this pet\n", "* **PhotoAmt** - Total uploaded photos for this pet\n", "* **Description** - Profile write-up for this pet. The primary language used is English, with some in Malay or Chinese.\n", "\n", "### AdoptionSpeed\n", "\n", "The value of `AdoptionSpeed` describes how quickly, if at all, a pet is adopted:\n", "* 0 - Pet was adopted on the same day as it was listed. \n", "* 1 - Pet was adopted between 1 and 7 days (1st week) after being listed. \n", "* 2 - Pet was adopted between 8 and 30 days (1st month) after being listed. \n", "* 3 - Pet was adopted between 31 and 90 days (2nd & 3rd month) after being listed.\n", "* 4 - No adoption after 100 days of being listed. (There are no pets in this dataset that waited between 90 and 100 days).\n", "\n", "### **Important Notes on Data Cleaning and Preprocessing**\n", "\n", " 1. Data can contain **errors/typos**, whose correction might improve the analysis.\n", " 2. Some features can contain **many values**, whose grouping in categories (aggregation into bins) might improve the analysis.\n", " 3. Data can contain **missing values**, that you might decide to fill. You might also decide to eliminate instances/features with high percentages of missing values.\n", " 4. **Not all features are necessarily important** for the analysis.\n", " 5. Depending on the analysis, **some features might have to be excluded**.\n", " 6. Class distribution is an important characteristic of the dataset that should be carefully taken into consideration. **Class imbalance** might impair machine learning. \n", " \n", "Some potentially useful links:\n", "\n", "* Data Cleaning and Preprocessing in Scikit-learn: https://scikit-learn.org/stable/modules/preprocessing.html#\n", "* Data Cleaning and Preprocessing in Orange: https://docs.biolab.si//3/visual-programming/widgets/data/preprocess.html\n", "* Dealing with imbalance datasets: https://pypi.org/project/imbalanced-learn/ and https://www.kaggle.com/rafjaa/resampling-strategies-for-imbalanced-datasets#t7" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Task 0 (Know your Data) - Exploratory Data Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0.1. Loading Data" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from LoadingData import * \n", "table_X, table_y, features, target_name, df = load_data('PetFinder_dataset.csv')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Alt text](img/Data_Report.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0.2. Understanding Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step in this project was to understand the data and how different variables relate to the target variable, adoption speed. To do that some plots were developed. \n", "\n", "The first one shows the relation between the type of animal and the adoption speed, in other words how the type of the animal (cat or dog) affects the speed with which the animal is adopted. With this is possible to observe that the animals that tend to have a higher adoption speed are dogs. " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# How the type of the animal influences the adoption speed\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.figure(figsize=(8, 6))\n", "\n", "# Plot cats and dogs separately\n", "for pet_type, color, label in zip([1, 2], ['#377eb8', '#ff7f00'], ['Cat', 'Dog']):\n", " subset = df[df['Type'] == pet_type]\n", " counts = subset['AdoptionSpeed'].value_counts().sort_index()\n", " plt.bar(counts.index - 0.2 if pet_type == 1 else counts.index + 0.2, counts, width=0.4, label=label, color=color)\n", "\n", "# Customization\n", "plt.title(\"AdoptionSpeed vs. Type\", fontsize=14)\n", "plt.xlabel(\"Adoption Speed\", fontsize=12)\n", "plt.ylabel(\"Count\", fontsize=12)\n", "plt.ylim(0,2000)\n", "plt.xticks([0, 1, 2, 3, 4], ['0', \"1\", \"2\", \"3\", \"4\"])\n", "plt.legend(title=\"Type\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On this next plot it’s shown the relation between vaccination status of the animal and the adoption speed. With this one it’s possible to verify that the animals that are not vaccinated have higher speed for adoption than the one that are vaccinated or the ones that the vaccination status isn’t sure. " ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# How the Vaccinated of the animal influences the adoption speed\n", "plt.figure(figsize=(8, 6))\n", "\n", "# Plot vacsinated, not vaccinated and not sure separately\n", "for pet_vaccination, color, label, x_offset in zip([1, 2, 3], ['#377eb8', '#ff7f00', '#4daf4a' ], ['Vaccinated', 'Not Vaccinated', 'Not sure'], [-0.2, 0, 0.2]):\n", " subset = df[df['Vaccinated'] == pet_vaccination]\n", " counts = subset['AdoptionSpeed'].value_counts().sort_index()\n", " plt.bar(counts.index + x_offset, counts, width=0.2, label=label, color=color)\n", "\n", "# Customization\n", "plt.title(\"AdoptionSpeed vs. Vaccination\", fontsize=14)\n", "plt.xlabel(\"Adoption Speed\", fontsize=12)\n", "plt.ylabel(\"Count\", fontsize=12)\n", "plt.xticks([0, 1, 2, 3, 4], ['0', \"1\", \"2\", \"3\", '4'])\n", "plt.legend(title=\"Vaccination Status\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, on the last plot it’s represented the relation between the gender of the animal and the adoption speed and it’s possible to conclude that the female animals are quicker to be adopted than the others (Male and other)." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# How the Gender of the animal influences the adoption speed\n", "plt.figure(figsize=(8, 6))\n", "\n", "# Plot male, female and other separately\n", "for pet_gender, color, label, x_offset in zip([1, 2, 3], [ '#377eb8','#f781bf', '#4daf4a'], ['Male', 'Female', 'Other'], [-0.2, 0, 0.2]):\n", " subset = df[df['Gender'] == pet_gender]\n", " counts = subset['AdoptionSpeed'].value_counts().sort_index()\n", " plt.bar(counts.index + x_offset, counts, width=0.2, label=label, color=color)\n", "\n", "# Customization\n", "plt.title(\"AdoptionSpeed vs. Gender\", fontsize=14)\n", "plt.xlabel(\"Adoption Speed\", fontsize=12)\n", "plt.ylabel(\"Count\", fontsize=12)\n", "plt.ylim(0,2000)\n", "plt.xticks([0, 1, 2, 3, 4], ['0', \"1\", \"2\", \"3\", '4'])\n", "plt.legend(title=\"Gender\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Through extensive analysis, it was observed that certain features had missing values in some rows or contained numerous zeros that did not provide meaningful information." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this task you should **understand better the features**, their distribution of values, potential errors, etc and plan/describe what data preprocessing steps should be performed next. Very important also is the distribution of values in the target (class distribution). \n", "\n", "Here you can find a notebook with some examples of what you can do in **Exploratory Data Analysis**: https://www.kaggle.com/artgor/exploration-of-data-step-by-step/notebook. You can also use Orange widgets for this." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0.3. Preprocessing Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here you might perform data preprocessing that will be used for both supervised and unsupervised learning tasks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The preprocessing was performed in the module \"LoadingData.py\". The following modifications were made:\n", "\n", "- Removed description\n", "- Removed name\n", "- Removed petid\n", "- Removed rescuerid\n", "- Removed breed2\n", "- Removed color3\n", "- Removed VideoAMT\n", "\n", "Description and name were removed because they had many missing values, are purely textual information.\n", "The IDs were removed due to their nature of being always or almost always unique, providing little value.\n", "Breed2, color3, and VideoAMT were removed because they contained many zeros.\n", "\n", "In supervised Learning to predict the adoption, the feature \"AdoptionSpeed\" was changed to 1 if the target values corresponded to the animal being adopted, that is, if the values of \"AdoptionSpeed\" were equal to 0, 1, 2 and 3, and to 0 if the values were equal to 4. So then, 0 corresponds to the animal not being adopted and 1 to the animal being adopted.\n", "\n", "**Para definir se havia alterações nos valores entre caes e gatos foram alterados os valores de type para 1 ou 2 dependendo do objetivo eram caes e gatos estas alterações tambem estão incluidas no ficheiro \"LoadingData.py\".** (Não sei explicar muito bem isto)\n", "\n", "For unsupervised learning the categories Breed1 e State were scaled to avoid any problems related to the dimension of values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Task 1 (Supervised Learning) - Predicting Adoption and Adoption Speed\n", "\n", "In this task you should target 3 classification tasks:\n", "1. **Predicting Adoption (binary classification)**: create a new target from AdoptionSpeed that is 1 if AdoptionSpeed <> 4 and 0 otherwise.\n", "2. **Predicting AdoptionSpeed (multiclass classification)**: in this task you should use the original target `AdoptionSpeed`, whose values are in the set {0, 1, 2, 3 , 4} (5 classes). This is a very difficult problem. You might also want to consider 3 classes (for instance {0-1, 2-3, 4}, or other sets that make sense). \n", "3. **Train specialized models for cats and dogs**: train with cat/dog instances and check whether the classification performance changes/improves when Predicting Adoption and Predicting AdoptionSpeed. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**You should:**\n", "\n", "* Choose **5 classifiers** from **at least 3 of the following categories**: Tree models, Probabilistic models, Distance-based models and Linear models. You can also try one Ensemble Classifier (https://scikit-learn.org/1.5/modules/ensemble.html). \n", "* Use **cross-validation** to evaluate the results. \n", "* Present and discuss the results for different evaluation measures, present confusion matrices. Remember that not only overall results are important. Check what happens when learning to predict each class. Remember also that some metrics might be more adequate than others according to the problem at hand.\n", "* Describe the parameters used for each classifier and how their choice impacted or not the results.\n", "* Choose the best classifier and fundament you choice.\n", "* **Discuss critically your choices and the results!**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.1. Specific Data Preprocessing for Classification" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "from LoadingData import * \n", "\n", "table_X, table_y_Adopted, features_Adopted, target_name_Adopted, df_Adopted = loadDataAdopted(df)\n", "\n", "#Dogs\n", "table_X_Dogs, table_y_Dogs_Speed, features_Dogs, target_Name_Dogs, df_Dogs = loadDataAnimalType(df,2)\n", "table_X_Cats, table_y_Cats_Speed, features_Cats, target_Name_Cats, df_Cats = loadDataAnimalType(df,1)\n", "\n", "#Cats\n", "table_X_Cats_Adopted, table_y_Cats_Adopted, features_Cats_Adopted, target_Name_Cats_Adopted, df_Cats_Adopted = loadDataAdopted(df_Cats)\n", "table_X_Dogs_Adopted, table_y_Dogs_Adopted, features_Dogs_Adopted, target_Name_Dogs_Adopted, df_Dogs_Adopted = loadDataAdopted(df_Dogs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2. Learning and Evaluating Classifiers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All models are in a file called \"Models.py\" to facilitate and better organize this work.\n", "\n", "Smote was a method used to deal with the imbalance in this dataset. This technique consists on creating synthetic samples of the minority class to balance the dataset, to try and improve the performance of models that may otherwise be biased toward the majority class.\n", "\n", "The Smote method was applied to all the models to see if some improvements were noticeable. To those that didn't happened it was decided not to use it.\n", "\n", "Cross-validation was another technique used to evaluate the performance of the model and help ensure that the model generalizes well to unseen data, avoiding overfitting and underfitting. The data was splitted into multiple subsets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2.1 Predicting Adoptation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To predict the adoption of the animal we selected 5 models. Decision Tree, Naive Bayes, K-Nearest Neighbors (KNN), Logistic Regression and Random Forest. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Decision Tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Decision Tree was the first one to be implemented, and it is an example where the smote method didn't bring any advantages.\n", "\n", "Below it can be observed a representation of the Tree Model, the accuracies obtained for both the train set and the test set and the accuracy obtained after performing the Cross-Validation.\n", "\n", "For this tree, 20 leaves were chosen, as beyond this point, overfitting became evident. While training results improved significantly with more leaves, test performance generally declined. Therefore, we opted for a configuration that minimized overfitting to the data." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.7611674861387174\n", "Accuracy on test set: 0.7552557263884531\n", "Fold: 1, Class dist.: [2980 8491], Acc: 0.744\n", "Fold: 2, Class dist.: [2980 8491], Acc: 0.760\n", "Fold: 3, Class dist.: [2980 8491], Acc: 0.756\n", "Fold: 4, Class dist.: [2980 8491], Acc: 0.752\n", "Fold: 5, Class dist.: [2980 8491], Acc: 0.763\n", "Fold: 6, Class dist.: [2979 8492], Acc: 0.769\n", "Fold: 7, Class dist.: [2980 8492], Acc: 0.751\n", "Fold: 8, Class dist.: [2980 8492], Acc: 0.761\n", "Fold: 9, Class dist.: [2980 8492], Acc: 0.761\n", "Fold: 10, Class dist.: [2980 8492], Acc: 0.739\n", "\n", "CV accuracy: 0.756 +/- 0.009\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from Models import * \n", "%matplotlib inline\n", "OurTree(table_X,table_y_Adopted,20,features_Adopted)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Naive Bayes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Naive Bayes was the probabilistic algorithm used. The smote method wasn't used in this model also, due to not bringing any advantage.\n", "\n", "Below it can be observed two representations, one for the confusion matrix obtained from the train set, and the other one for the confusion matrix obtained from the test set. There is also the accuracies obtained for both the train set and the test set and the accuracy obtained after performing the Cross-Validation" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.7192174913693901\n", "Accuracy on test set: 0.7295262001882649\n", "Fold: 1, Class dist.: [2980 8491], Acc: 0.716\n", "Fold: 2, Class dist.: [2980 8491], Acc: 0.740\n", "Fold: 3, Class dist.: [2980 8491], Acc: 0.706\n", "Fold: 4, Class dist.: [2980 8491], Acc: 0.718\n", "Fold: 5, Class dist.: [2980 8491], Acc: 0.732\n", "Fold: 6, Class dist.: [2979 8492], Acc: 0.711\n", "Fold: 7, Class dist.: [2980 8492], Acc: 0.710\n", "Fold: 8, Class dist.: [2980 8492], Acc: 0.731\n", "Fold: 9, Class dist.: [2980 8492], Acc: 0.728\n", "Fold: 10, Class dist.: [2980 8492], Acc: 0.708\n", "\n", "CV accuracy: 0.720 +/- 0.011\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from Models import * \n", "%matplotlib inline\n", "naive(table_X,table_y_Adopted)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### K-Nearest Neighbors (KNN)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The K-Nearest Neighbors (KNN) was the distance-based algorithm used. In this case the smote method improved the accuracy, so it was used.\n", "\n", "Below it can be observed, once again, two representations, one for the confusion matrix obtained from the train set and another for the confusion matrix obtained from test set. The accuracies obtained for both the train set and the test set and the accuracy obtained after performing the Cross-Validation are can also be observed.\n", "\n", "We opted to use 3 neighbors for this analysis. While selecting only 1 neighbor could potentially boost overall performance by approximately 5%, we believe this approach would result in less reliable predictions. Using 3 neighbors provides a better trade-off between performance and predictive reliability. As the data shows, the test accuracy when using only 1 neighbor reaches 99%." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.8818800247371676\n", "Accuracy on test set: 0.7717996289424861\n", "Fold: 1, Class dist.: [6791 6791], Acc: 0.746\n", "Fold: 2, Class dist.: [6791 6791], Acc: 0.728\n", "Fold: 3, Class dist.: [6792 6791], Acc: 0.763\n", "Fold: 4, Class dist.: [6792 6791], Acc: 0.777\n", "Fold: 5, Class dist.: [6792 6791], Acc: 0.793\n", "Fold: 6, Class dist.: [6792 6791], Acc: 0.825\n", "Fold: 7, Class dist.: [6791 6792], Acc: 0.808\n", "Fold: 8, Class dist.: [6791 6792], Acc: 0.807\n", "Fold: 9, Class dist.: [6791 6792], Acc: 0.829\n", "Fold: 10, Class dist.: [6791 6792], Acc: 0.799\n", "\n", "CV accuracy: 0.788 +/- 0.032\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from Models import * \n", "from smote import *\n", "%matplotlib inline\n", "X_smote, y_smote,df1 = smoteadopted(table_X,table_y_Adopted,features_Adopted)\n", "Ourknn(X_smote, y_smote,3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Logistic Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The linear model used was the logistic regression due to being a good model when dealing with binary classification. It was also used the smote method.\n", "\n", "Below it can be observed some graphs where the importance of each feature is represented. In this model there is a parameter that determines the strength of the regularization, $C$, so in this work this model was tested using diffetent values for this parameter (1, 0.01 and 100). It can also be observed the accuracies for the train and test set, for each one of those cases, and the accuracy obtained with cross-validation." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(15092, 17)\n", "Adopted\n", "1.0 7546\n", "0.0 7546\n", "Name: count, dtype: int64\n", "Fold: 1, Class dist.: [6791 6791], Acc: 0.682\n", "Fold: 2, Class dist.: [6791 6791], Acc: 0.638\n", "Fold: 3, Class dist.: [6792 6791], Acc: 0.661\n", "Fold: 4, Class dist.: [6792 6791], Acc: 0.654\n", "Fold: 5, Class dist.: [6792 6791], Acc: 0.661\n", "Fold: 6, Class dist.: [6792 6791], Acc: 0.673\n", "Fold: 7, Class dist.: [6791 6792], Acc: 0.651\n", "Fold: 8, Class dist.: [6791 6792], Acc: 0.644\n", "Fold: 9, Class dist.: [6791 6792], Acc: 0.674\n", "Fold: 10, Class dist.: [6791 6792], Acc: 0.654\n", "\n", "CV accuracy: 0.659 +/- 0.013\n", "Train set score (Accuracy)= 0.6609238924649754\n", "Test set score (Accuracy)= 0.6581272084805654\n", "Train set score (Accuracy)= 0.6603559257856872\n", "Test set score (Accuracy)= 0.6576855123674912\n", "Train set score (Accuracy)= 0.659503975766755\n", "Test set score (Accuracy)= 0.6687279151943463\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Train accuracy of L1 logreg with C=0.001 = 0.64\n", "Test accuracy of L1 logreg with C=0.001 = 0.64\n", "Train accuracy of L1 logreg with C=1.000 = 0.66\n", "Test accuracy of L1 logreg with C=1.000 = 0.66\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Filip\\anaconda3\\Lib\\site-packages\\sklearn\\svm\\_base.py:1242: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train accuracy of L1 logreg with C=100.000 = 0.66\n", "Test accuracy of L1 logreg with C=100.000 = 0.66\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from Models import * \n", "\n", "logreg(X_smote, y_smote,df1,features_Adopted)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Random Forest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Random Forest was another tree model that was implemented, and also another example where the smote method didn't bring any advantages.\n", "\n", "Below it can be observed a representation of the confusion matrix obtained, the accuracies for both the train set and the test set and the accuracy after performing the Cross-Validation.\n", "\n", "Two methodologies were tested with the Random Forest: with and without hyperparameter tuning. Overall, both approaches yielded similar performance. However, when SMOTE was applied alongside hyperparameter tuning, an accuracy of 80% was achieved during cross-validation. Consequently, the combination of SMOTE and hyperparameter tuning was adopted for improved prediction performance." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.8748122625673647\n", "Accuracy on test set: 0.8359395706334481\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [6791 6791], Acc: 0.639\n", "Fold: 2, Class dist.: [6791 6791], Acc: 0.618\n", "Fold: 3, Class dist.: [6792 6791], Acc: 0.646\n", "Fold: 4, Class dist.: [6792 6791], Acc: 0.797\n", "Fold: 5, Class dist.: [6792 6791], Acc: 0.920\n", "Fold: 6, Class dist.: [6792 6791], Acc: 0.924\n", "Fold: 7, Class dist.: [6791 6792], Acc: 0.922\n", "Fold: 8, Class dist.: [6791 6792], Acc: 0.908\n", "Fold: 9, Class dist.: [6791 6792], Acc: 0.940\n", "Fold: 10, Class dist.: [6791 6792], Acc: 0.908\n", "\n", "CV accuracy: 0.822 +/- 0.129\n" ] } ], "source": [ "from Models import *\n", "RandomF(X_smote, y_smote)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2.2 Predicting AdoptionSpeed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To predict the adoption speed of the animal we also selected 5 models. Tree, Naive Bayes, K-Nearest Neighbors (KNN), Support Vector Machine (SVM) and Random Forest." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Decision Tree\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When predicting the Adoption speed, the Decision Tree was also the first one to be implemented. The smote method didn't bring any advantages so it wasn't applied.\n", "\n", "Below it can be observed a representation of the Tree Model, the accuracies obtained for both the train set and the test set and the accuracy obtained after performing the Cross-Validation\n", "The selected number of branches in the decision tree was retained for the same reasons outlined previously." ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.37995606234961815\n", "Accuracy on test set: 0.356448070285535\n", "Fold: 1, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.354\n", "Fold: 2, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.372\n", "Fold: 3, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.361\n", "Fold: 4, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.362\n", "Fold: 5, Class dist.: [ 316 2439 3221 2515 2980], Acc: 0.365\n", "Fold: 6, Class dist.: [ 316 2440 3221 2515 2979], Acc: 0.369\n", "Fold: 7, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.352\n", "Fold: 8, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.372\n", "Fold: 9, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.352\n", "Fold: 10, Class dist.: [ 315 2440 3222 2515 2980], Acc: 0.342\n", "\n", "CV accuracy: 0.360 +/- 0.009\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from Models import * \n", "%matplotlib inline\n", "OurTree(table_X,table_y,20,features)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Naive Bayes\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Naive Bayes was the probabilistic algorithm used. The smote method wasn't used in this model also, due to not bringing any advantage.\n", "Below it can be observed two representations, one for the confusion matrix obtained from the train set, and the other one for the confusion matrix obtained from the test set. There is also the accuracies obtained for both the train set and the test set and the accuracy obtained after performing the Cross-Validation\n" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.3490950936290407\n", "Accuracy on test set: 0.34860370254157513\n", "Fold: 1, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.368\n", "Fold: 2, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.356\n", "Fold: 3, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.338\n", "Fold: 4, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.341\n", "Fold: 5, Class dist.: [ 316 2439 3221 2515 2980], Acc: 0.340\n", "Fold: 6, Class dist.: [ 316 2440 3221 2515 2979], Acc: 0.352\n", "Fold: 7, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.347\n", "Fold: 8, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.347\n", "Fold: 9, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.356\n", "Fold: 10, Class dist.: [ 315 2440 3222 2515 2980], Acc: 0.330\n", "\n", "CV accuracy: 0.348 +/- 0.010\n" ] }, { "data": { "image/png": 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", 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zU8zMzJRGjRopK1eu1Krz8Cz7PGFhYQqgU/9h/13F8Cj5rUT4/vvvFW9vb0WtViteXl7KnDlzlBUrVmhdv6IoyvXr15XOnTsrNjY2CqBpX32x/3df3iqG3bt3K0ZGRjptdP/+fcXDw0Np1qyZkp6e/shreBL6YgwODlZ69Oih2NvbK6ampkrVqlWVHj16aOqlpaUpo0aNUho2bKjY2toqFhYWire3tzJ9+nQlOTlZc56YmBjlhRdeUCpVqqSoVKp8V8bkiY2NVT755BOlffv2StWqVTX/Dxo3bqx88sknSkpKilb9pKQk5f/+7/8Ub29vxczMTLGzs1N8fX2Vd955R4mMjNTUO3XqlNKqVSvF0tJSAR65WkWI0iS3WhZCCCGEDpmDIIQQQggdkiAIIYQQQockCEIIIYTQIQmCEEIIIXRIgiCEEEIIHZIgCCGEEEJHhbtRUk5ODnfu3MHGxqZQt5gVQghRNiiKQmJiIm5ubhgZldz33LS0tEc+Fr6gzMzMtG6JXl5UuAThzp07Ok/oE0IIUf6Eh4c/9hkxTyotLY0q1hYkZRf9XC4uLoSFhZW7JKHCJQh594APv/QPtk94P/iKQknP/77zQjwJldra0CGUC0qmPJfhcRISk/Bo0PyJn+lREBkZGSRlwztexqiL0EmRngNfXoskIyNDEoSyLm9YwdbGBltbSRAeRUmXIRhRfCRBKBgls8L9Wn5ipTFMrDYCc+OivE/5vVmx/CQKIYQQeqhUuVtRji+vJEEQQggh9DCiaMv9yvNSwfIcuxBCCCFKiPQgCCGEEHrIEIMQQgghdKj+txXl+PJKhhiEEEIIoUN6EIQQQgg9ZIhBCCGEEDpkFYMQQgghxH9ID4IQQgihhwwxCCGEEEKHrGIQQgghhPgP6UEQQggh9JAhBiGEEELoqMhDDJIgCCGEEHoYqXK3ohxfXskcBCGEEELokB4EIYQQQg8ZYhBCCCGEjoo8SVGGGIQQQgihQ3oQhBBCCD1kiEEIIYQQOlQqpUgrEVQqpfiCKWUyxCCEEEIIHdKDIIQQQughQwxCCCGE0FGREwQZYhBCCCGEDulBEEIIIfSoyPdBkARBCCGE0KMiDzFIgiCEEELoUZEf1iQJggHtX/o5wcu/0CqzcqjCu3tOGygiwzu4ain/Bu8m+sY1TNRq3H2b0nH0uzhW99Kqd+/6FfYu/owbJ4+hKApVPGvx4icLsXNxM1DkpUvaqWgSoiLY89UnXDm8n8z0VBw8atJn2he41W9k6NAM4mDQN/x74Pf//TyZ5/48jX1f6+dJURSCv/uK0K0bSEuMp2qDxnR/dyZOXnUMGLkoSZIgGFiVmt68uuRHzWsj44o9b/TGyWM06/cybvUakpOdxb6l81k7/jVGr9uJmYUlADG3brBy5Es06fUCbYe/hbm1DfeuX8XETG3g6EuPtNOTS02IY8VrvfH0b8XLi37Ayt6R2PDrmNvYGTo0g7lx8hjNXhiMW/2G5GRls2/p56x961VGb9it+Xn6a80yjqz7nr7TPsXBw5M/v1/MmnGvMvbHvaitrA18BSWnIg8xGPzT6JtvvsHT0xNzc3P8/Pw4ePDgI+sHBwfj5+eHubk5Xl5eLF26tJQiLRlGxibYODppNqvKjoYOyaBeWfA9jXv0w8mrNi6169Hn/+YSH3mHiH/PaursW/YltVsG0mns+7h6N6ByVQ/qtGqHlb2DASMvXdJOT+5Q0GLsnN3oO3MB1XyaUNnNHa/mrbF3r2Ho0Azmla+CaNzzBZy86uBSpx59PvxU6+dJURT+3rCS1q+Npl67rjjV9Kbv9M/ITEvlzO/bDBx9ycqbpFiUrbwyaIKwceNGxo8fz9SpUzl58iStW7emW7du3Lx5M9/6YWFhdO/endatW3Py5EmmTJnCW2+9xaZNm0o58uITc/Man3duzIKez/DTB6OIuXXD0CGVKelJSQBY2FYCQMnJ4fLhA9i712Dt+Nf4rHtzvhvWj3+D9xgwSsOTdiq4i8G/41a/ET++N4JPO/iw9KVOhG5ea+iwypT0pEQALGxze1Xi7oSTdP8eNZu31tQxMVNTo0lzbp05YZAYRckzaIIwf/58hg0bxvDhw6lXrx4LFizA3d2dJUuW5Ft/6dKleHh4sGDBAurVq8fw4cN5/fXX+fzzz0s58uJRzbcJz328kMGL19Prw89Juh/Fitd6kRIXY+jQygRFUfh94Ww8GvnjVDN3nDM59j4ZKcn8tWY5NZu3YfCCldQN7MzGyWO4fuJvA0dsGNJOhRN7+ybHf16Nvbsngxevx7/fYHZ+9iGnfv3x8QdXAIqi8PtXs/738+QNQNL9ewBY22v3cFrZO2r2Pa1UxbCVVwabg5CRkUFoaCgffPCBVnnnzp05fPhwvsccOXKEzp07a5V16dKFFStWkJmZiampqc4x6enppKena14nJCQUQ/TFo3arDpq/O1MP94b+fNW7Bad+/ZGWr4wyYGRlw47PZ3L3ykVeX7ZeU6bk5ADg3boDAS+9BoBLnfqEnzlB6Nb11Gja3CCxGpK0U+EoOTm41W9Ex3FTAHCt60vUtUuE/LSaxj37Gzg6w9vx2XTuXvmX15flkzA91F+uoJTvPvQCqMirGAzWgxAdHU12djbOzs5a5c7OzkRGRuZ7TGRkZL71s7KyiI6OzveYOXPmYGdnp9nc3d2L5wJKgJmFJc616hFzM8zQoRjcji8+4tKhPxiyeA22Tq6acstKlTEyNqGKZy2t+o41ahIfGVHaYRqctFPh2Tg6UeWhmfdVPGsTH3nbQBGVHTs+n8Glg38w5Jt12Do/+HmydqgCoNNbkBJzX6dXQRTNkiVLaNiwIba2ttja2hIQEMDOnTs1+4cOHYpKpdLaWrRooXWO9PR0xo0bh6OjI1ZWVvTu3Ztbt24VOhaDT1JUPZyRKopO2ePq51eeZ/LkycTHx2u28PDwIkZccrIy0rkXdhlrR+fHV35KKYrCjs9n8u+B3bz69Roqu2kndMamZrjV8+X+Q0lUzM3rFWrpnrTTk3Nv/Az3r1/RKrt/4yp2rtUMFJHhKYrCjs+m8++B33l18Vqdn6dKbu5YO1Th2rFDmrLszAyun/ybar5NSzvcUlXaQwzVqlVj7ty5hISEEBISQvv27enTpw/nzp3T1OnatSsRERGabceOHVrnGD9+PFu2bGHDhg0cOnSIpKQkevbsSXZ2dqFiMdgQg6OjI8bGxjq9BVFRUTq9BHlcXFzyrW9iYoKDQ/4zs9VqNWp12VzW9fuXM/Fu0wk7l2okx0Tz53cLSE9OpHHPFw0dmsHs+HwGZ3ZvZ+C8JagtrTTfWNRWNpiamwPQ8uXh/PzheDwaN8OzaQuuHP2Ti3/tY+jiijPRTNrpyQW8/AYrXuvFnyu+okGn3tw+d5LQzWvp9X+fGTo0g9nx2TTO/L6NgZ8tR21lrfPzpFKpaD7wNQ4GfYO9ew0c3GtwMOgbTM0t8O3S28DRl6zSvtVyr169tF7PmjWLJUuWcPToURo0aADkfq65uLjke3x8fDwrVqxgzZo1dOzYEYC1a9fi7u7O3r176dKlS4FjMViCYGZmhp+fH3v27OG5557TlO/Zs4c+ffrke0xAQADbt2/XKtu9ezf+/v75zj8o6xLuRvDz5NGkxMVgVdmBar5NGb7qVyq5ld1hkJIWsnkdAKvGvKJV3uf/5tK4Rz8A6rXtTM/3ZnJo9TJ2zf8Yh+qe9J/9NR6N/Es9XkORdnpyVRs0ZsDn3/PH17MJ/vZLKru503XSRzTs3s/QoRlMyKYfAFj15kta5X0+/JTGPV8AoNXgkWSlp7Hj02mkJsZTrUFjBi9c9VTfA6E4PTz/rSBfXrOzs/npp59ITk4mICBAU37gwAGcnJyoVKkSgYGBzJo1CycnJwBCQ0PJzMzUmq/n5uaGj48Phw8fLlSCoFLy+ugNYOPGjQwePJilS5cSEBDA8uXL+fbbbzl37hzVq1dn8uTJ3L59m9WrVwO5yxx9fHwYOXIkI0aM4MiRI4waNYr169fTr1/B/nMnJCRgZ2dHfMQ1bG1tSvLyyj0lPcnQIYiniEotHyQFoWSmGjqEMi8hIZFKHg2Ij4/H1ta2hN4j97NiaRMjLIyfvAshNVth1MkcnfLp06czY8aMfI85c+YMAQEBpKWlYW1tzbp16+jevTuQ+7lpbW1N9erVCQsL48MPPyQrK4vQ0FDUajXr1q3jtdde05qcD7kLADw9PVm2bFmBYzfonRQHDBjA/fv3+eijj4iIiMDHx4cdO3ZQvXp1ACIiIrTuieDp6cmOHTt45513WLx4MW5ubixcuLDAyYEQQghRGMU1xBAeHq6VzDyq98Db25tTp04RFxfHpk2bGDJkCMHBwdSvX58BAwZo6vn4+ODv70/16tX57bffeP755/We83Hz+/Jj8Fstjx49mtGjR+e7LygoSKcsMDCQEyfkxhxCCCFKnoqizebP+0jOW5VQEGZmZtSqlbsCyd/fn+PHj/PVV1/l++3f1dWV6tWrc/nyZSB3rl5GRgaxsbFUrlxZUy8qKoqWLVsWKnaDr2IQQgghhH6KougMGeS5f/8+4eHhuLrmLkv18/PD1NSUPXse3DU1IiKCs2fPFjpBMHgPghBCCFFWlfYqhilTptCtWzfc3d1JTExkw4YNHDhwgF27dpGUlMSMGTPo168frq6uXL9+nSlTpuDo6KiZ7G9nZ8ewYcOYOHEiDg4O2NvbM2nSJHx9fTWrGgpKEgQhhBBCj9J+muPdu3cZPHgwERER2NnZ0bBhQ3bt2kWnTp1ITU3lzJkzrF69mri4OFxdXWnXrh0bN27ExubBpPsvv/wSExMT+vfvT2pqKh06dCAoKAhjY+PCxW7IVQyGIKsYCk5WMYjiJKsYCkZWMTxeaa5i+M7PCMsirGJIyVYYHppTorGWFOlBEEIIIfQwoojPYii2SEqfJAhCCCGEHqU9xFCWlOfkRgghhBAlRHoQhBBCCD0q8uOeJUEQQggh9DCiaF3t5bmbvjzHLoQQQogSIj0IQgghhB6lfaOkskQSBCGEEEKPijzEIAmCEEIIoUdF7kEoz8mNEEIIIUqI9CAIIYQQehiplCIucyy/TzOQBEEIIYTQoyLPQSjPsQshhBCihEgPghBCCKFHRZ6kKAmCEEIIoYeKonW1l+P8QIYYhBBCCKFLehCEEEIIPWSIQQghhBA6ZBWDEEIIIcR/SA+CEEIIoYeRiiLeKKn4YiltkiAIIYQQesgcBCGEEELokDkIQgghhBD/IT0IQgghhB4yxCCEEEIIHTLEIIQQQgjxHxW2B0FRFBSl/D6nuzSkfNLG0CGUCybWtoYOoVwwHbHC0CGUD1eDDR1Bmackp5Xae8kyRyGEEELoUFG0By6V4/xAhhiEEEIIoUt6EIQQQgg9ZIhBCCGEEPkqx5/xRSJDDEIIIYTQIT0IQgghhB4yxCCEEEIIHUYqpYgJQvldTi8JghBCCKGHLHMUQgghhPgPSRCEEEIIPfLmIBRlK4wlS5bQsGFDbG1tsbW1JSAggJ07d2r2K4rCjBkzcHNzw8LCgrZt23Lu3Dmtc6SnpzNu3DgcHR2xsrKid+/e3Lp1q/DXXugjhBBCiApCVQxbYVSrVo25c+cSEhJCSEgI7du3p0+fPpok4NNPP2X+/Pl8/fXXHD9+HBcXFzp16kRiYqLmHOPHj2fLli1s2LCBQ4cOkZSURM+ePcnOzi5ULJIgCCGEEGVEr1696N69O3Xq1KFOnTrMmjULa2trjh49iqIoLFiwgKlTp/L888/j4+PDqlWrSElJYd26dQDEx8ezYsUKvvjiCzp27EiTJk1Yu3YtZ86cYe/evYWKRRIEIYQQQo/SHmL4r+zsbDZs2EBycjIBAQGEhYURGRlJ586dNXXUajWBgYEcPnwYgNDQUDIzM7XquLm54ePjo6lTULKKQQghhNDDiKJ9k847NiEhQatcrVajVqvzPebMmTMEBASQlpaGtbU1W7ZsoX79+poPeGdnZ636zs7O3LhxA4DIyEjMzMyoXLmyTp3IyMgnil0IIYQQJcTd3R07OzvNNmfOHL11vb29OXXqFEePHuXNN99kyJAhnD9/XrNfpdLullAURafsYQWp8zDpQRBCCCH0UKlyt6IcDxAeHo6tra2mXF/vAYCZmRm1atUCwN/fn+PHj/PVV1/x/vvvA7m9BK6urpr6UVFRml4FFxcXMjIyiI2N1epFiIqKomXLloWKXXoQhBBCCD2Kaw5C3rLFvO1RCcLDFEUhPT0dT09PXFxc2LNnj2ZfRkYGwcHBmg9/Pz8/TE1NtepERERw9uzZQicI0oMghBBClBFTpkyhW7duuLu7k5iYyIYNGzhw4AC7du1CpVIxfvx4Zs+eTe3atalduzazZ8/G0tKSQYMGAWBnZ8ewYcOYOHEiDg4O2NvbM2nSJHx9fenYsWOhYpEEQQghhNCjtG+1fPfuXQYPHkxERAR2dnY0bNiQXbt20alTJwDee+89UlNTGT16NLGxsTRv3pzdu3djY2OjOceXX36JiYkJ/fv3JzU1lQ4dOhAUFISxsXHhYlcUpfw+SeIJJCQkYGdnR9ydq9ja2jz+gAosZZqfoUMoF0ysbR9fSWA6YoWhQygfrgYbOoIyLyE5jco9phMfH681rl+s7/G/z4oTHVVYmz55ipCUqdB0r1KisZYU6UEQQggh9CniJMXy/LQmmaQohBBCCB3SgyCEEELoU+R1jgDlcyRfEgQhhBBCj+K6D0J5JEMMQgghhNAhPQhCCCGEHiqVqtC3KNY+vhiDKWWSIAghhBB6VOQEQYYYhBBCCKFDehCEEEIIfYrrec/lkCQIQgghhB4VeYhBEgQDysnK4sDyLzizczNJ9+9h7ehE4579aTN8PCqjcpx2FoJpm9cwrtceoyo1IDOd7PB/yNi9ECX6xoM67UZi4tsZlZ0LZGeSc+cCGXsXk3PrbL7nVA9ehEmdVqStm0D2hQOlcyElzLjFIIzqtEFl7wFZ6eTcPkd28DKUmHBNHaM6rTFu3AuVszcqSzsyVg5HibqifSIre0zajsKohj+YWaDEhJN99AdyLj69t/dNiL7HH98u4cqxo2RmpONQzZ1eEz/ArU5dAC4cDCb011+IuHyR1IR43li6EpdatQ0cdcm6cSmMw7sPEnHzDknxifR/82XqNq4PQHZ2Nvu37uHK2UvERsegtjDHq15NOjzXBZtKurcKVhSFdYtWcfXcZa3ziPJPEgQDOrRqMSE/r6bvzK9wqunNnfP/8MvMd1Bb29Ji0HBDh1cqjGr4kXXsR7Jvn0NlZIxpx7GYD/mG1IX9IDMNgJz7N0j/dR5K7G0wVWMa8DLmQxaT8mUfSInTOp9JwMuU15uSPIqRe2OyT2xFifwXVMYYtxmOaf/PyFgxVNNOmJqTc+ssyr/BmHZ7N9/zmPacAmZWZG6egpISj3H9jpj0nkbmqpG6ycRTIDUxgZVvv0mNxk0ZNOdzrCpVJubObcytHzyHJTMtFXcfX+oHtuPX+fMMGG3pycjIwLmaK41b+vHTsnVa+zIzMokIv0PrHu1wruZCWkoqv/+4gw2L1zBi6hidc/39x+EifcMu6+Q+CAby559/0qtXL9zc3FCpVGzduvWxxwQHB+Pn54e5uTleXl4sXbq05AMtIbdOh+Ldtgt1Wnekkps79Tv2pGaLQCIu/GPo0EpN+uqxZJ3cjhJ1jZzIy6Rvno5RJVeM3B58C8k+vYuca8dQYm+jRF0jY9d8VOY2GLnU0TqXkUttTFu9TMaWmaV9GSUu86f3yDm7CyX6Osq9q2TtmIvKzgWV84M2yDm3h+zDq8m5Hqr3PCq3BmSf2IwS8S/ER5B9ZA2kJ6F6qC2fFn9t+AHbKk70eXcKVevWp5KLK15N/bF3q6qp07BTVwIHv4ZXU38DRlq6avt4075vJ+o1baCzz9zCnMHjX6eBvy+OLlWo5uVB14E9ibh5h/iYOK26keERHN37F71ffb6UIi99eUMMRdnKK4MmCMnJyTRq1Iivv/66QPXDwsLo3r07rVu35uTJk0yZMoW33nqLTZs2lXCkJcOjcTPCjh3i/o2rAEReOsfNU8eo1aq9gSMzHJV57jc7JTU+/wrGJpj4P4+SmkhO5KUH5abmqF+cQ8av81CS7pdCpAamts79My2xUIcpt85gVLc9mNsAKozqtQdjM3Junir2EMuCS0f+wq1OXX766P/4/IWeLB/5Gid+22bosMqd9NQ0UKkwtzDXlGVmZLB5xUa6DeyJtd1T/GRcVTFs5ZRBhxi6detGt27dClx/6dKleHh4sGDBAgDq1atHSEgIn3/+Of369SuhKEtOq6FjSUtK5Ot+bTAyMiYnJ5v2oz/At+tzhg7NYMy6TSD7+kmUqKta5cZ1WqPuPwdMzVGSoklb9abW8IJZt4lk3/yH7H+f3rH0/zJpP5qc8NMo0WGFOi7zl5mY9pmO+u3tKNlZkJVG5pb/g7g7JRSpYcVG3CFk+1ZavDCAZ196lTsXz7Nr8QKMTU1p1Lngv3sqsqzMTP7Y/Du+zRqi/k+C8PuPO3D38sBb5hw8tcrVHIQjR47QuXNnrbIuXbqwYsUKMjMzMTU11TkmPT2d9PR0zeuEhIQSj7Ogzu3+hTM7N9Fv1mKqeHkTeekcv38xHZsqzjTu1d/Q4ZU6s54fYORcm7TvXtfZlx12nNRvXkJlWQkT/+dQD5hH6rJXITkW47ptMPZqRuo3Lxkg6tJn0ultjJxqkvHDuMIf22YYmFuTsWECpMRjVOdZTPvMJPOHcYVONsoDRcnBrU5dOgwbCYBr7Trcu36dkO1bJUEogOzsbDZ9uxFFUeg+qLem/OI/F7h+8Rpv5DMn4WkjqxjKicjISJydnbXKnJ2dycrKIjo6GldXV51j5syZw8yZZXNMes9XH9Nq6Fh8uvQFwLl2PeIjbnFo5aIKlyCY9XgP47ptSPtuOEpClG6FzDSUmHCUmHAybp3BYvxWTP36kvnnSow9n0FVuRqWU7R7D9QDPyPnxknSvn+jlK6i5Jl0fAujWq3IWPcWJN4r3MGV3DD2e56MFUNRoq8DkH3vKkbVGmLc9Dmyds8v/oANzMbegSrVa2iVOXpU58LBA4YIp1zJzs7m5+Xribsfy+B3hmn1Hlz/9xox92KY984nWsf8tHQdHrVrMGTi0zPJuiJPUixXCQKgk8kpipJveZ7JkyczYcIEzeuEhATc3d1LLsBCyExLQ6XSngaiMjLWXFNFYdbjfYzrtyNtxQiUAnd1q8DYDIDMgyvJDN2itddy3E9k7PyC7H//LOZoDcek49sY1XmWzPXjIT6y0MerTNS5f1FytHco2eX7t9gjuDfwJTr8plbZ/Vvh2Dm7GCii8iEvOYiJus+rE4ZjaW2ptb9V1zY0eVZ7UufSjxbSuX936jSsW5qhihJUrhIEFxcXIiO1fzFGRUVhYmKCg4NDvseo1WrUanVphFdodVp34uD3C7FzqYpTTW8i/j3L0R+W0bjPQEOHVmrMen6AScNupK17BzJSUFnn/jsqaUmQlQ6m5pgGDif732CUxGhUlnaYPPMiKlsnss7tya2bdB/ymZioxEcWIuEo20w6jceofkcyN09FyUgFK/vcHelJkJWR+3dzG1S2zpo2VNnnJsJKcgwkx6DE3CQn5hYmXSaStX8JSmoCxrWfRVXDn+yfJxviskpc834DWPn2KA6uW02DwPbc/vc8J3Zso+c772nqpCYkEB91l8T70QDc/19CYW1vj7V9/r9XyruMtHRi7j34PxMXHUtk+B0srCyxsbPhp2XriLwZwcAxg1FyckiKz50Ma2FlgbGJCdZ2NvlOTLSzr0RlR/tSu47SIEMM5URAQADbt2/XKtu9ezf+/v75zj8o67q99wn7l3zKjrmTSY69j42jM379BhM44h1Dh1ZqTJvnDqVYDPtOqzx983SyTm4HJQejKjUwadITlWUllJR4cm6fI23FMJSoa4YI2SCMm/YFwGzQV1rlmb/NJefsLgCMarXCtMcHmn2mfaYDkHUoiOy/giAnm6yf38c48A1M+80GUwuUuNtk/TaHnGt/l8p1lLaqdevRf+Zs9n23jD/XBFHZ1ZUub76Fb4cHc5kuHjnEts9ma15vmpXbbm0Gv0bbIcNKPebScOfGbVbPX6F5vfunHQA0CmhCYM8OXPrnXwCWf6K9wuzVCcOo4e1VeoGWBUUeYyi+UEqbSjFgf3ZSUhJXruTenKVJkybMnz+fdu3aYW9vj4eHB5MnT+b27dusXr0ayF3m6OPjw8iRIxkxYgRHjhxh1KhRrF+/vsCrGBISErCzsyPuzlVsbZ/ipTnFIGWan6FDKBdMrHXvLid0mY5Y8fhKAq5WjJU4RZGQnEblHtOJj4/H1rZk/v/lfVZc6GeBjemTf8onZirU25RaorGWFIP2IISEhNCuXTvN67y5AkOGDCEoKIiIiAhu3nwwfujp6cmOHTt45513WLx4MW5ubixcuLBcLnEUQghR9skkRQNp27btIyfkBQUF6ZQFBgZy4sSJEoxKCCGEyFWR5yBUjCcCCSGEEKJQytUkRSGEEKI0yRCDEEIIIfJRxAyhHJMEQQghhNCjIvcgyBwEIYQQQuiQHgQhhBBCj4q8ikESBCGEEEKPipwgyBCDEEIIIXRID4IQQgihR0WepCgJghBCCKFPBX5YkwwxCCGEEEKH9CAIIYQQesgQgxBCCCF0FXEVgwwxCCGEEOKpIgmCEEIIoUfeEENRtsKYM2cOzZo1w8bGBicnJ/r27cvFixe16gwdOlRzf4a8rUWLFlp10tPTGTduHI6OjlhZWdG7d29u3bpVqFgkQRBCCCH0KeUMITg4mDFjxnD06FH27NlDVlYWnTt3Jjk5Wate165diYiI0Gw7duzQ2j9+/Hi2bNnChg0bOHToEElJSfTs2ZPs7OwCxyJzEIQQQgg9SvtOirt27dJ6vXLlSpycnAgNDaVNmzaacrVajYuLS77niI+PZ8WKFaxZs4aOHTsCsHbtWtzd3dm7dy9dunQpUCzSgyCEEEKUsISEBK0tPT29QMfFx8cDYG9vr1V+4MABnJycqFOnDiNGjCAqKkqzLzQ0lMzMTDp37qwpc3Nzw8fHh8OHDxc4ZkkQhBBCCD2Ka4TB3d0dOzs7zTZnzpzHvreiKEyYMIFnn30WHx8fTXm3bt344Ycf2LdvH1988QXHjx+nffv2mqQjMjISMzMzKleurHU+Z2dnIiMjC3ztMsQghBBC6JH7IV+UIQYFgPDwcGxtbTXlarX6sceOHTuW06dPc+jQIa3yAQMGaP7u4+ODv78/1atX57fffuP555/Xez5FUQp1LdKDIIQQQpQwW1tbre1xCcK4cePYtm0b+/fvp1q1ao+s6+rqSvXq1bl8+TIALi4uZGRkEBsbq1UvKioKZ2fnAscsCYIQQgihj6oYtkJQFIWxY8eyefNm9u3bh6en52OPuX//PuHh4bi6ugLg5+eHqakpe/bs0dSJiIjg7NmztGzZssCxyBCDEEIIoYfKyAiV0ZN/l1YV8tAxY8awbt06fvnlF2xsbDRzBuzs7LCwsCApKYkZM2bQr18/XF1duX79OlOmTMHR0ZHnnntOU3fYsGFMnDgRBwcH7O3tmTRpEr6+vppVDQUhCYIQQghRRixZsgSAtm3bapWvXLmSoUOHYmxszJkzZ1i9ejVxcXG4urrSrl07Nm7ciI2Njab+l19+iYmJCf379yc1NZUOHToQFBSEsbFxgWORBEEIIYTQp5Sf1qQoyiP3W1hY8Pvvvz/2PObm5ixatIhFixYV6v3/SxIEIYQQQp8K/DhHSRCEEEIIPVQYoSrsRAKt48svWcUghBBCCB3SgyCEEELoI0MMQgghhNAhCUIFlJ2Ruwm9Eu/GGDqEcmHVrjuGDqFcePflaEOHUD6c+M3QEZR9aVmGjqBCqLgJghBCCPEYRX/cs/QgCCGEEE8flVHhb4eodXzxhVLaZBWDEEIIIXRID4IQQgihh8pIhcqoCEMMRTjW0AqUICxcuLDAJ3zrrbeeOBghhBCiTJFVDI/25ZdfFuhkKpVKEgQhhBDiKVCgBCEsLKyk4xBCCCHKHpmkWHgZGRlcvHiRrCxZjyqEEOLplLfMsShbeVXoBCElJYVhw4ZhaWlJgwYNuHnzJpA792Du3LnFHqAQQghhMHlzEIqylVOFThAmT57MP//8w4EDBzA3N9eUd+zYkY0bNxZrcEIIIYQwjEIvc9y6dSsbN26kRYsWWl0n9evX5+rVq8UanBBCCGFQKoq4iqHYIil1hU4Q7t27h5OTk055cnJyuR5rEUIIIR6mUhmhKsIkRZVKKcZoSlehr7pZs2b89tuDh4nkJQXffvstAQEBxReZEEIIIQym0D0Ic+bMoWvXrpw/f56srCy++uorzp07x5EjRwgODi6JGIUQQgjDqMA3Sip0D0LLli3566+/SElJoWbNmuzevRtnZ2eOHDmCn59fScQohBBCGETerZaLspVXT/QsBl9fX1atWlXcsQghhBCijHiiBCE7O5stW7Zw4cIFVCoV9erVo0+fPpiYyLOfhBBCPEWKfCfF8jtJsdCf6GfPnqVPnz5ERkbi7e0NwKVLl6hSpQrbtm3D19e32IMUQgghDELmIBTc8OHDadCgAbdu3eLEiROcOHGC8PBwGjZsyBtvvFESMQohhBCilBW6B+Gff/4hJCSEypUra8oqV67MrFmzaNasWbEGJ4QQQhiSiqI9T0FVju+UVOgeBG9vb+7evatTHhUVRa1atYolKCGEEKJMqMDPYihQD0JCQoLm77Nnz+att95ixowZtGjRAoCjR4/y0UcfMW/evJKJUgghhDAEmaT4aJUqVdLqYlEUhf79+2vKFCW3AXr16kV2dnYJhCmEEEKI0lSgBGH//v0lHYcQQghR5qhURZyD8LQPMQQGBpZ0HEIIIUTZY6TK3YpyfDn1xHc2SklJ4ebNm2RkZGiVN2zYsMhBCSGEEMKwnuhxz6+99ho7d+7Md7/MQRBCCPG0kMc9F8L48eOJjY3l6NGjWFhYsGvXLlatWkXt2rXZtm1bScQohBBCGIYscyy4ffv28csvv9CsWTOMjIyoXr06nTp1wtbWljlz5tCjR4+SiFMIIYQQpajQPQjJyck4OTkBYG9vz71794DcJzyeOHGieKMTQgghDEl6EArO29ubixcvUqNGDRo3bsyyZcuoUaMGS5cuxdXVtSRifGrcOPE3h9cu586/Z0iKjmLAp8uo27aLVp17YVfY+/Vcbpz4G0XJoYpXbV6cvRg7l6oGirpkWXUdjXnTLhi71ETJSCPz2gkSN80l++41rXrGLjWx6fcBZnWag8qIrDuXiVs+hpyYO5o6pl5Nse47CVPPxpCdRVb4eWIWDoHM9FK+quLXuN8QmvQbgp2rOwDR1y5yeMV8rh3eB4CphSWBY/+POoFdMberTEJEOCEbV3Bq04PHshubmtHu7enU69IXE7UFN44fZM+8D0iMijDINZWGnOxsDqzfwNkDwSTFxWFduTKNOrSnTf8XURkZkZ2Vxf61P3AlNJTYyLuorSzxatSIDq++io2DvaHDLzE37sRz+J87REQnkZSSSf/O3tT1dNDsT0rJ4I+/b3D1VhxpGdlUd7Gl67OeONhZaJ0nPDKR/cdvcDsqCSMjFS4OVgzqXg9TE+PSvqQSk/sZX5RljsUYTCl7ojkIERG5v1CmT5/Orl278PDwYOHChcyePbvYA3yaZKSl4Fy7Ht3f/Sjf/TG3brByxAs4Vq/JkKXrGfXDTtq8/hYmZupSjrT0mNVpTsr+NcTMeY7YBYPByBj78atRmT34RWRcxQOH934mK/IqMZ+/xP2PupH820KtD35Tr6ZUfjuIjPMHiZndh/uze5O8fxUo5XeC0H8lRt0h+OtZrBrShVVDunAj5BDPfx6Eo1fuE1U7TPgIr4B2bJ82lu/6t+H4+uV0mjSLWm0eJKAdJnxMnbbd2DZ1FD8M742ZhRX9vlyDyqgId4kr4/7atJnQnbvoOvINRi9eRMehQziyZQvHfv0NgMz0dCKuXqP1gP6M+HI+/T/4gPu377Bh1iwDR16yMrJycHawolsrL519iqKw8fd/iU1IZ0CXurzRrxF2NmrW/nqOjMwHk9DDIxNZt/M8XtUqMey5hgx/viHNfFzK9br/smDOnDk0a9YMGxsbnJyc6Nu3LxcvXtSqoygKM2bMwM3NDQsLC9q2bcu5c+e06qSnpzNu3DgcHR2xsrKid+/e3Lp1q1CxFPo3w8svv8zQoUMBaNKkCdevX+f48eOEh4czYMCAQp2rIA2Rn+DgYPz8/DA3N8fLy4ulS5cW9jIMonbLdrR/cxL12nXNd/++JZ9Ru1U7Or01GVdvHypX9aDOs+2xsncs5UhLT+zCIaQe+ZmsiMtk3bpAfNC7GDtUw6T6g8eGW/d9l/Sz+0naNJes8HNkR4eTfmY/OYn3NXVs+n9Iyh9BJO9aQlbEZbKjrpN+YidkZeT3tuXO1YN7uHb4D2JvXiP25jUOLplLRkoybj5NAXDz9efsbz8SfuIwCRHh/LNlLVGXz+FavxEAZlY2NOzzEvu+msmNYweJunSWX6eNoUrNetR4po0hL61E3fr3It7Nn6FOM38qOTtTv1VLvBo35s6VKwCYW1kx+OOZNHj2WRyrVaVaXW+6jhxBxJWrxP9v+PRpVNujMu2f8aCel4POvpj4NG5HJdG9tRdVnWxwrGRB92e9yMjM4eyVaE293UfCeMbHlWebVMPJ3hIHOwvqezliYvyUJZx5t1ouylYIwcHBjBkzhqNHj7Jnzx6ysrLo3LkzycnJmjqffvop8+fP5+uvv+b48eO4uLjQqVMnEhMTNXXGjx/Pli1b2LBhA4cOHSIpKYmePXsWaqVhkf8lLS0tadq0KY6Ohf8QK0hDPCwsLIzu3bvTunVrTp48yZQpU3jrrbfYtGlTUS7D4JScHC7/tR97D0/WjhvMZ138+O61Pvx74HdDh1aqjCxsAFCS43ILVCrUvu3IuhtG5bdXU+XzEOwnb0XduPODY2wcMPNqQk7ifezf30SVz49jP2kjprX8DXAFJU9lZES9Tn0wtbDk9plQAG6d+ptabbpgXcUFAA+/VlT2qMm1IwcAcKnXEGNTM8KOHtCcJyn6LtFX/6Vqw6f3Kazu9esRdvo092/fBiAyLIzw8xeo7een95j05BRQqTC3siqtMMuUrOwcAK0PeiMjFcbGKsIjc5/Lk5yawe2oJKwsTPl+6xm+WH2coG1nuRmRkO85y7VSnoOwa9cuhg4dSoMGDWjUqBErV67k5s2bhIbm/l9XFIUFCxYwdepUnn/+eXx8fFi1ahUpKSmsW7cOgPj4eFasWMEXX3xBx44dadKkCWvXruXMmTPs3bu3wLEUaA7ChAkTCnzC+fPnF7jurl27tF6vXLkSJycnQkNDadMm/281S5cuxcPDgwULFgBQr149QkJC+Pzzz+nXr1+B37usSY6JJiMlmb9WLaHdqIl0HPcBV44Es/H9UQxZsp4aTVsYOsRSYdP//8i4fIysO5cAMLJxxMjcGquub5L0yxckbpqL2ieQSqOWEjP/JTIv/Y2xowcA1r3Gk/jzbDLDz2MR8Dz27/xA9MwuZEddN+AVFR/HmnUZ/P1vmJipyUhNZsu7r3M/LLed9n7+f3Sd+gVjdpwiOysTJSeHXZ9M5PY/xwCwcnAiKyOd9MR4rXMmx9zDyqFKqV9LaWnV73nSk1NYPHosRkZG5OTk0P6Vl/EJzP/3S1ZGBn+sXo1vmzaoLS1LOdqywbGSBXbWavYdu0GPNjUxMzHiyOk7JKVkkpiSCUBsQu7wXnBIOJ1aVMfZ0YrTl+6x5tdzjOrfWGeuQnlWXLda/u9DDwHUajVq9eOHj+Pjc//P2tvnzokJCwsjMjKSzp0ffElSq9UEBgZy+PBhRo4cSWhoKJmZmVp13Nzc8PHx4fDhw3Tpoj33TZ8CJQgnT54s0MmKOvb0cEPk58iRI1oXDdClSxdWrFhBZmYmpqamWvvS09NJT38wVv3wP1JZkffAK+82nQgYNBwAlzoNCD99gtDNP1SIBMHmpY8wrVqP+5++8KDwfz9T6af2kLJ3BQBZt85jWrMplm1eJv7S35o6KX+uI/XwTwAkhp/DrG5LLFr1J2nLp6V7ISUk5sZVVr7cAXMbO+q070GPGQtZN/I57oddwn/gcNx8m/LzhMEkRNzCvUkAnd6fS9L9u9w4dlDvOVUqleZn72l07uAhzgQf4PmJE6ji4c7dsDB+/+57bOztadShvVbd7KwsNn32OUqOQvc3RxooYsMzNjbixc7ebA++wmdBx1CpwKtqJWq5V9LUyfuZaVrPmcZ1nQFwdbQm7HY8p/6NokPz6oYIvUxzd3fXej19+nRmzJjxyGMURWHChAk8++yz+Pj4ABAZGQmAs7OzVl1nZ2du3LihqWNmZkblypV16uQdXxBl5mFN+TVEfiIjI/NtmKysLKKjo3VWUsyZM4eZM2eWSMzFybJSZYyMTajiWVur3LFGTcL/CTFQVKXHZuAMzBt1JOaz/uTEPfgBzkmKRcnOJCvislb9rIirmP1vCCEnPup/Zbp1jO3dSjjy0pOTlUncresARF74B9f6jfEfOJw/5k+jzejJbH73da79ldt9eO/KBZzqNOCZV97kxrGDJN+PwsRMjdrGTqsXwbKyI7dPP70/X3uDgmjVrx8+bVoD4FyjBnFR9zj08yatBCE7K4ufP/2MuLtRDP7kowrbe5DHrYo1I19oTFp6Ftk5ClYWpny35TRujtYAWFuaAVClsnY7OVayID6p/K8a0mJklLsV5XggPDwcW1tbTXFBeg/Gjh3L6dOnOXTokM6+h7+QK4ry2C/pBanzX2VmNkleQ6xfv/6xdfNrmPzKASZPnkx8fLxmCw8PL56Ai5mxqRlu9Rty/6b28r6Ym2FP7RLHPDYvzcS8SVdi5g8i+/5Ds2yzM8m8fhoTF+3Z1ibOnmTfzx1Xzr5/i+zYSEyc9dd5KqlUGJupMTIxwdjUDJQcrd1KTrbmFrGRF06TnZmBZ/MHD16zcnDCsWZdbp8+Xqphl6bM9Ayd3wtGRkZavSZ5yUHMnQhe+Xgmlv/5JV7RmatNsLIw5X58KhH3kvCukdu7W8lGjY2lGffjU7Xqx8SnYWf9lK26KqY5CLa2tlrb4xKEcePGsW3bNvbv30+1atU05S4uufOMHu4JiIqK0nx5dnFxISMjg9jYWL11CqJMJAj6GiI/Li4u+TaMiYkJDg66M3LVarXOP4yhZKQkE3npHJGXcpejxN4JJ/LSOeIjcz/EWr7yBmf3/Ero1vXEhF/n2I+ruHjoD5q9MNhgMZc020EfY9H8OeJWvI2SloyRbRWMbKuA6YP/PMm/L8fcvycWzw7EuEp1LNu9irphB1KC1zyos3s5lh2Gom7aDeMq1bHuPQETl5qk/rXREJdV7NqMnky1xs2xdXXHsWZdWr/5AR5NW3J+5yYykpO4GXqYtm9Nw71pS+zcPPDpOYAG3V/k0oHcZ6ZkJCdy+pf1tBs/nerNnsWpjg89P17MvasXuH7sTwNfXcmp08yfgz/9zKXjIcTdvcu/R45y9Jdt1G3RHMi9T8JPcz8l4soVnpv4DkpODkmxsSTFxpKdmWng6EtORmY2kdHJREbnTgiPS0wnMjqZ+MTcb//nr0Zz/U48sQlpXLwew9pfz+Ndw56a/xtmUKlUBDRy49jZCM5fiyYmPpX9x28SHZdKk7oF/wASuhRFYezYsWzevJl9+/bh6emptd/T0xMXFxf27NmjKcvIyCA4OJiWLVsC4Ofnh6mpqVadiIgIzp49q6lTEE/8NMfioCgK48aNY8uWLRw4cECnIfITEBDA9u3btcp2796Nv7+/zvyDsubOhdOsevMlzevdCz4BoFGPfvSd/gX12nWl5wezOLTqG3Z9MQMHDy/6z12CR+Ond5a5Zdvc5MdhkvYHefzKSaQe+RmA9FO/k/DDVKy6jsZ24Ayy7l4jbumbZF550DWe8sf3qEzV2Pb/EJVVJbJuXSBmwStk37tZehdTgqzsq9Bz5tdYOTqRnpTIvSvn+emtlzQf7tumjiRwzFR6fbwYc9tKJETe4uCSuVo3Svrjy2nkZGfRZ/ZyTMzNuXH8EJtmvo2Sk6Pvbcu9rm+8wYEffmDn0mUkx8djY1+Zpl27EDigPwAJ0dFcOpY7kXP52+9oHfvqrI+p4eurc86nwZ17Saze/mDd/O4j1wFoVKcKfdrVJjElk91HrpOUmomNpSkN6zjRpqn2l7cWDd3Iys5h9+HrpKZn4exgxSs96mNvZ16al1LynmCpos7xhTBmzBjWrVvHL7/8go2NjeYLsZ2dHRYWFqhUKsaPH8/s2bOpXbs2tWvXZvbs2VhaWjJo0CBN3WHDhjFx4kQcHBywt7dn0qRJ+Pr60rFjx4KHrhhwhtLo0aM1DeHt7a0pz2sIyB0iuH37NqtXrwZyZ3D6+PgwcuRIRowYwZEjRxg1ahTr168v0CqGhIQE7OzsiAu/gK2tTclc2FPi7mjvx1cSrDqZZugQyoV3t/xi6BDKh9+ejkm1JSkhLYvKUw4THx9fYr3CeZ8VsfNaY2v+5N+lE9KyqPz+wQLHqm+OwMqVKzX3IFIUhZkzZ7Js2TJiY2Np3rw5ixcv1pq/l5aWxrvvvsu6detITU2lQ4cOfPPNNzqTJR/FoD0IS5YsAaBt27Za5f9tiIiICG7efPAt0NPTkx07dvDOO++wePFi3NzcWLhwYble4iiEEEIABVpVpFKpmDFjxiNXQZibm7No0SIWLVr0xLE8UYKwZs0ali5dSlhYGEeOHKF69eosWLAAT09P+vTpU+DzFKQhgoKCdMoCAwPlwVBCCCFKQRGHGMrGVL8nUujIlyxZwoQJE+jevTtxcXGa2zZWqlRJc/MiIYQQ4qlQgZ/mWOgEYdGiRXz77bdMnToVY+MHT+zy9/fnzJkzxRqcEEIIIQyj0EMMYWFhNGnSRKdcrVY/8hkKQgghRLlTyqsYypJCR+7p6cmpU6d0ynfu3En9+vWLIyYhhBCibKjAQwyF7kF49913GTNmDGlpaSiKwrFjx1i/fj1z5szhu+++K4kYhRBCCMNQqYrYg1CBEoTXXnuNrKws3nvvPVJSUhg0aBBVq1blq6++YuDAgSURoxBCCCFK2RMtcxwxYgQjRowgOjqanJwcnJycijsuIYQQwvCKOkxQkXoQ/svR0bG44hBCCCHKHkkQCs7T0/ORj4u8du2a3n1CCCGEKB8KnSCMHz9e63VmZiYnT55k165dvPvuu8UVlxBCCGF4FXiZY6EThLfffjvf8sWLFxMSEpLvPiGEEKJcqsBDDMWW2nTr1o1NmzYV1+mEEEIIYUDF9jTHn3/+GXt7++I6nRBCCGF4MsRQcE2aNNGapKgoCpGRkdy7d49vvvmmWIMTQgghDKoCDzEUOkHo27ev1msjIyOqVKlC27ZtqVu3bnHFJYQQQggDKlSCkJWVRY0aNejSpQsuLi4lFZMQQghRNlTgIYZCRW5iYsKbb75Jenp6ScUjhBBClB0V+GFNhU5tmjdvzsmTJ0siFiGEEKJsyetBKMpWThV6DsLo0aOZOHEit27dws/PDysrK639DRs2LLbghBBCCGEYBU4QXn/9dRYsWMCAAQMAeOuttzT7VCoViqKgUqnIzs4u/iiFEEIIQ5BVDI+3atUq5s6dS1hYWEnGI4QQQpQdFXiSYoETBEVRAKhevXqJBSOEEEKIsqFQcxAe9RRHIYQQ4qkjQwwFU6dOnccmCTExMUUKSAghhCgzVKoiDjFUkARh5syZ2NnZlVQsQgghhCgjCpUgDBw4ECcnp5KKRQghhChjinqzowrQgyDzD4QQQlQ4FXgVQ4Ejz1vFIIQQQoinX4F7EHJyckoyDiGEEKLskVUMQgghhNBRgYcYKm6CYGyWuwm9nAaMNHQI5cLg7KWGDqF8SIszdATlg52joSMo+8wyS++9KnAPQvlNbYQQQghRYipuD4IQQgjxODLEIIQQQggdRqrcrSjHl1PlN7URQgghRImRBEEIIYTQJ2+SYlG2Qvrzzz/p1asXbm5uqFQqtm7dqrV/6NChqFQqra1FixZaddLT0xk3bhyOjo5YWVnRu3dvbt26Vag4JEEQQggh9Mmbg1CUrZCSk5Np1KgRX3/9td46Xbt2JSIiQrPt2LFDa//48ePZsmULGzZs4NChQyQlJdGzZ0+ys7MLHIfMQRBCCCHKkG7dutGtW7dH1lGr1bi4uOS7Lz4+nhUrVrBmzRo6duwIwNq1a3F3d2fv3r106dKlQHFID4IQQgihjwGGGAriwIEDODk5UadOHUaMGEFUVJRmX2hoKJmZmXTu3FlT5ubmho+PD4cPHy7we0gPghBCCKFPMS1zTEhI0CpWq9Wo1eonOmW3bt148cUXqV69OmFhYXz44Ye0b9+e0NBQ1Go1kZGRmJmZUblyZa3jnJ2diYyMLPD7SIIghBBClDB3d3et19OnT2fGjBlPdK4BAwZo/u7j44O/vz/Vq1fnt99+4/nnn9d7nKIohXoysyQIQgghhD4qVRF7EHI/kMPDw7G1tdUUP2nvQX5cXV2pXr06ly9fBsDFxYWMjAxiY2O1ehGioqJo2bJlgc8rcxCEEEIIfYppFYOtra3WVpwJwv379wkPD8fV1RUAPz8/TE1N2bNnj6ZOREQEZ8+eLVSCID0IQgghhD4GeFhTUlISV65c0bwOCwvj1KlT2NvbY29vz4wZM+jXrx+urq5cv36dKVOm4OjoyHPPPQeAnZ0dw4YNY+LEiTg4OGBvb8+kSZPw9fXVrGooCEkQhBBCiDIkJCSEdu3aaV5PmDABgCFDhrBkyRLOnDnD6tWriYuLw9XVlXbt2rFx40ZsbGw0x3z55ZeYmJjQv39/UlNT6dChA0FBQRgbGxc4DkkQhBBCCH0M8LCmtm3boiiK3v2///77Y89hbm7OokWLWLRoUaHfP48kCEIIIYQ+FfhpjuU3ciGEEEKUGOlBEEIIIfQxwCTFskISBCGEEEIfGWIQQgghhHhAehCEEEIIvYrYg1COv4dLgiCEEELoI0MMQgghhBAPSA+CEEIIoY+sYhBCCCGEjgo8xCAJghBCCKFPMT3uuTwqv6mNEEIIIUqM9CAIIYQQ+hgZ5W5FOb6ckgRBCCGE0KcCT1Isv6mNEEIIIUqM9CAY0IKezxAfcUun3P/FIfT4YI4BIjKMG9duc/hAKBG375GUkEz/IT2o61Mz37q//ryPE3+fpXPv1rRo3URnv6IorFuxjasXbzzyPOWNdffRmDftiolrTZSMNDKuhpLw01yy717T1HFbcSPfY+N/nE3y78sAsGzzEhbN+2Ba3QcjCxsixvqipCaUyjWUhhvnL3J42w4iwm6QFBtH/0njqPuMn2a/oigE/7SVE38Ek5aUTNXaXnQb9ipO7lU1dbIyM9mzZgNn//qbrIwMPH3q0334q9g62BvikkrEjfD7HD52hYjIOJKS0+n/XDPq1nbV7P/o0235HtcxsD4tm9cCYNX6v7gRfl9rf4O6bvTr7V9ygRuCrGIQhjBizU6U7GzN66ir/7Jm9EAadOxlwKhKX0ZGJs5uVWjcrD4/rd6ht96/Z69y+2YkNrZWeuv8ffBUee7R08usTnOS968mM+wfMDLB9vl3cZi4hnv/1xElIxWAyHe0fzGrfdtSaeinpIU+aFOVmQXpZ4NJPxuM7QsflOo1lIaM9HSca3jQuF1rfvria539h3/ZwdHffqfP6OE4uLpwcPM21n7yGWMWzEFtYQHA70HruBR6in5vv4mFjTV7Vm9g/dwvGTFvJkbleDz5vzIys3B2sqWxrzs/bQ3R2T9hdGet11fCoti28xT1vF21yps2rE7bZ701r01MjUsmYEOqwAmCQSNfsmQJDRs2xNbWFltbWwICAti5c+cjjwkODsbPzw9zc3O8vLxYunRpKUVb/KwqO2Dt6KTZLh3cS+VqNajuF2Do0EpV7bo1aN81gHq+tfTWSYhPYufWAzw3qAtGxvn/2EbeucfRP0/S+8WOJRWqwcQsGELqXz+TdecyWbcuEPf9JEwcqmFaw1dTJyfhntZm3qQTGRePkB0drqmTvPd7knYuIePaSUNcRomr3aQh7Qf2o15z3W+xiqLw947dtH6uF/Wa++PkUY0+Y0aQmZ7O2UNHAUhLSeHkvj/p/OpAvBo2wNWzOs+Ne4Oom7e4dvpcaV9Oiant5Uz71vWoV8ct3/3W1uZa28XLkdTwcKRyJe3k3NTUWKueudq0NMIXpcSgCUK1atWYO3cuISEhhISE0L59e/r06cO5c/n/RwwLC6N79+60bt2akydPMmXKFN566y02bdpUypEXv+zMDE7v2ESTPgNRPY1fgYtAyVHYun43LQP9cHJxyLdOZkYmm3/YRbe+gVg/oofhaaGytAEgJzku3/1Gto6Y+7Yn5eDGUoyqbIuLukdSXDxejXw0ZSamplSvX5fwi1cAiLh2nZzsbLwaPqhjY18ZJ49q3Lp0pdRjLguSktO4fO0uTRp66Ow7c/4Wny3axZIV+9m9/xzp6VkGiLCE5U1SLMpWThl0iKFXL+2u9FmzZrFkyRKOHj1KgwYNdOovXboUDw8PFixYAEC9evUICQnh888/p1+/fqURcon5d/8u0pISaNyrv6FDKXP+OhCCkZGKZ55tpLfO79sO4l7DFe+nZM7B49gN+JD0S8fIun0p3/2WLfuhpCeTGrqrlCMru5Li4gGwtrPVKre2syUu+r6mjrGJCRbW2kmmlZ2t5viK5p+z4ZiZmVCvjvbwgm/9alSys8TaSk1UdCL7/rzA3ah4Bg9oaaBIS4gMMRhednY2GzZsIDk5mYCA/LvYjxw5QufO2mNjXbp0ISQkhMzMzHyPSU9PJyEhQWsri07+sp7aLdthU8XF0KGUKXduRfH3wX/oM6CT3p6Vi+eucf1qOF16tynl6AzD7uWPMalWl9jl4/TWsXi2PylHt0JWeukFVl489HOkKAqP+46nKDy2ztPq1JlwfOtXw8REe35B00bV8apRBacqtvjUq8oLffwJuxFNRGScYQIVxc7gkxTPnDlDQEAAaWlpWFtbs2XLFurXr59v3cjISJydnbXKnJ2dycrKIjo6GldXV51j5syZw8yZM0sk9uISF3GLa8cO0v+z7wwdSplzM+w2yckpLJi9UlOm5Cjs2X6Ivw+e4u0pr3H9yi1i7sczb9oyrWN/Wr0DD083hrxZvnuX/st20EzMG3ckel5/cmIj861jVrsZpq61iF06tpSjK9usK9kBub0ENpUracqTExKxsrPT1MnOyiI1KVmrFyElIQF3b/1zZJ5WN8Lvcz8miX69/R5b19XZDiMjFTGxybi6VCr54EpLBe5BMHiC4O3tzalTp4iLi2PTpk0MGTKE4OBgvUnCw98iFUXJtzzP5MmTmTBhguZ1QkIC7u7uxRR98Ti1bQNWlR2p8+zTN7muqBo2rYtXbe2xzx++3YqvX10a++f+jLRq50eT5tpDUku/+IHOvVtTp75nqcVa0uwGfYR50y5EfzpAa+LhwyxbDyDj+mmybl0oxejKvkpOVbCuZMe10+dw9awOQHZWFjfO/0vHl3OH9ly9amBkbMy10+do0PIZABJj44i6eYsOL1e84b9TZ27i6myHi5PdY+vei04kJ0fB2tq8FCIrRZIgGI6ZmRm1auVm5v7+/hw/fpyvvvqKZcuW6dR1cXEhMlL7W1NUVBQmJiY4OOQ/eU2tVqNWq4s/8GKi5ORwattGGvV8ESMTg/9zGERGegYx0Q/Gd+NiEoi8fQ8LS3PsKttgaWWhVd/I2AhrG0scnSoDYG1rle/ERLtKNlS2f/wvtvLA7pVPsGjem5hFI1DSkjGyrQJATmoCZD4YRlCZW2Pu34OEjZ/kex4j2yoY2VXBxKkGAKbVvMlJSyY75jZKcvkfY89ISyMm8q7mdVxUNJHXb2BhbY2dowPNu3fm0JbtOLg6Y+/izKEtv2KqVuPzbAsAzC0tadK+DXvWbMDCxhoLayv2rNmAk0c1vBrqzosqrzIysoiJTda8jotLIfJuPBYWptjZWgKQnp7J+Yt36NRW97pjYpM5c/4Wtb2csbQ04150Inv2n8PFyQ73qk/P/SKACn0nxTL3iaQoCunp+Y+bBgQEsH37dq2y3bt34+/vj6lp+Vxec+3vP4mPvE2TPgMNHYrB3LkVxeqlmzWvd28/CEAjv3r0GdjJUGGVKVbtBgPg+P6PWuWx308k9a+fNa8tnukFqEg9lv+NbqzavoxNn3c0rx0/+Dnf85RXd66GsXrmPM3r3avXA9AosBV9xoygZZ/uZGZksOO71aQmJ1O1Vk1emTpJcw8EgC5DXsLI2IhNXy4mMyMTT5969Hl//FNzDwSAO5FxrN5wWPN69/7clWONfNzp0z33BmRnL9xGUcCnflWd442NjQi7Ec2x0GtkZGZja2NO7ZrOBLb0xsio/H4gCm0qJa+P3gCmTJlCt27dcHd3JzExkQ0bNjB37lx27dpFp06dmDx5Mrdv32b16tVA7jJHHx8fRo4cyYgRIzhy5AijRo1i/fr1BV7FkJCQgJ2dHXF3rmJra1OSl1fuKfvmGjqEciFyXfm9F0dpcpm83NAhlA8hmx9fp4JLSM2k8tjtxMfHY2tr+/gDnuQ9/vdZEbtnHrYP9WIW6jzJqVTu9H6JxlpSDNqDcPfuXQYPHkxERAR2dnY0bNhQkxwAREREcPPmTU19T09PduzYwTvvvMPixYtxc3Nj4cKF5X6JoxBCiDJK5iAYxooVKx65PygoSKcsMDCQEydOlFBEQgghhIAyOAdBCCGEKDNkkqIQQgghdBVxiKHs3I+w0Mpv5EIIIYQoMdKDIIQQQugjkxSFEEIIoaMCJwjlN3IhhBBClBjpQRBCCCH0MVLlbkU5vpySBEEIIYTQpwIPMUiCIIQQQuhTgROE8hu5EEII8RT6888/6dWrF25ubqhUKrZu3aq1X1EUZsyYgZubGxYWFrRt25Zz585p1UlPT2fcuHE4OjpiZWVF7969uXXrVqHikARBCCGE0CevB6EoWyElJyfTqFEjvv7663z3f/rpp8yfP5+vv/6a48eP4+LiQqdOnUhMTNTUGT9+PFu2bGHDhg0cOnSIpKQkevbsSXZ2doHjkCEGIYQQQh8D3Gq5W7dudOvWLd99iqKwYMECpk6dyvPPPw/AqlWrcHZ2Zt26dYwcOZL4+HhWrFjBmjVr6NixIwBr167F3d2dvXv30qVLlwLFIT0IQgghRAlLSEjQ2tLT05/oPGFhYURGRtK5c2dNmVqtJjAwkMOHDwMQGhpKZmamVh03Nzd8fHw0dQpCEgQhhBDikVRF2HK5u7tjZ2en2ebMmfNEkURGRgLg7OysVe7s7KzZFxkZiZmZGZUrV9ZbpyBkiEEIIYTQp5hWMYSHh2Nra6spVqvVRQvroaELRVF0yh5WkDr/JT0IQgghRAmztbXV2p40QXBxcQHQ6QmIiorS9Cq4uLiQkZFBbGys3joFIQmCEEIIoU/eJMWibMXI09MTFxcX9uzZoynLyMggODiYli1bAuDn54epqalWnYiICM6ePaupUxAyxCCEEELoZUTRvksX/tikpCSuXLmieR0WFsapU6ewt7fHw8OD8ePHM3v2bGrXrk3t2rWZPXs2lpaWDBo0CAA7OzuGDRvGxIkTcXBwwN7enkmTJuHr66tZ1VAQkiAIIYQQZUhISAjt2rXTvJ4wYQIAQ4YMISgoiPfee4/U1FRGjx5NbGwszZs3Z/fu3djY2GiO+fLLLzExMaF///6kpqbSoUMHgoKCMDY2LnAckiAIIYQQ+hjgPght27ZFUZRHnFLFjBkzmDFjht465ubmLFq0iEWLFhX6/fNIgiCEEELoY4AEoayQBEEIIYTQq/TnIJQV5TdyIYQQQpQY6UEQQggh9JEhBiGEEELoqMAJggwxCCGEEEKH9CAIIYQQelXcSYqSIAghhBD6yBCDEEIIIcQD0oMghBBC6FNMj3sujyRBEPqlJRk6gnLBuWlDQ4dQPlT2MnQE5cJHn24zdAhlXnq2/tsQFz/V/7aiHF8+ld/URgghhBAlRnoQhBBCCH0q8CRFSRCEEEIIvVRFnEcgCYIQQgjx1FGpVKiK0AtQlGMNTeYgCCGEEEKH9CAIIYQQesmdFIUQQgjxsAo8SbH8pjZCCCGEKDHSgyCEEELoU4F7ECRBEEIIIfSquHMQym/kQgghhCgx0oMghBBC6CNDDEIIIYTQUYETBBliEEIIIYQO6UEQQggh9Kq4kxQlQRBCCCH0qcBDDJIgCCGEEPqojIr2NMciPQnSsMpv5EIIIYQoMdKDIIQQQuil+t9WlOPLJ0kQhBBCCH0q8BwEGWIQQgghhA7pQRBCCCH0UamKOEmx/PYgSIIghBBC6CNDDEIIIYQQD0gPghBCCKGXrGIQQgghxMPkRklCCCGEMLQZM2agUqm0NhcXF81+RVGYMWMGbm5uWFhY0LZtW86dO1cisUiCIIQQQuilKoatcBo0aEBERIRmO3PmjGbfp59+yvz58/n66685fvw4Li4udOrUicTExKJcZL5kiEEIIYTQxwCrGExMTLR6DfIoisKCBQuYOnUqzz//PACrVq3C2dmZdevWMXLkyCePMx/SgyCEEELoVTw9CAkJCVpbenq63ne8fPkybm5ueHp6MnDgQK5duwZAWFgYkZGRdO7cWVNXrVYTGBjI4cOHi/eykR4Eg8rJyuLA8i84s3MzSffvYe3oROOe/WkzfDwqo4qTu924HsnhQ2eIuBNNUmIq/V/qQN361TX7f9n8J/+cvKJ1TNVqVRg2spdWWfjNKPbvDeX2rXsYGRvh4mLPoFc7Y2pa/n/MVU1fQOXVEipXhawMiPyXnCNBEHdbu16zl1A16AJqa7h7iZw/l0LMzQf7245BVa0RWNlDZhpEXiDn8CqIu1W6F1SKEqLv8cd3S7ly7G8yM9JxqOpOr4nv41bHm+ysLPav/JYrx44SGxmB2tIKr6b+dBg2EhtHR0OHXmL8X3iVZi8OoZKrOwBR1y4SvPxLrhzeB4CVvSOd3vo/agYEYm5tx42TR9kxbyox4WGac/Sc+ilez7TGpoozGakphP9znL0LZxF9/Uq+71nRubu7a72ePn06M2bM0KnXvHlzVq9eTZ06dbh79y6ffPIJLVu25Ny5c0RGRgLg7OysdYyzszM3btwo9pjLzG/OOXPmMGXKFN5++20WLFigt15wcDATJkzg3LlzuLm58d577zFq1KjSC7QYHVq1mJCfV9N35lc41fTmzvl/+GXmO6itbWkxaLihwys1GRmZOLvY07hJbX7asC/fOjVrV6XPc601r42NjbX2h9+MYt3q32nVpiFde7TA2MSIuxExqMrxTUr+S+Xmg3L2N5Soy6AywqjFqxj1/oicdaMhK/ebiKpJP1SN+5LzxwKIu43Kf0BunR/ehMzU3BNFXSHn4gFIugdqG4yeeSm3zprhoOQY7PpKSmpiIivHj6FGoyYMmv0pVpUqE3PnDubW1gBkpqcRceUyrV8ZgrNXLdISE/l9ySI2TJvMiG++NXD0JSchKoK9C2cRE34dgEa9+vPSlytZ+lIn7l27xMD5K8nJymL9O0NJT04i4JWRvLr0Rxb3a0NmWu7PUsSF05zZuZn4iFtY2FWm7ciJDF68gQW9nkHJeYp+loppiCE8PBxbW1tNsVqtzrd6t27dNH/39fUlICCAmjVrsmrVKlq0aPG/U2rHoyhKifyuKxMJwvHjx1m+fDkNGzZ8ZL2wsDC6d+/OiBEjWLt2LX/99RejR4+mSpUq9OvXr5SiLT63Tofi3bYLdVp3BKCSmztnf99KxIV/DBxZ6apdx53addwfWcfE2BhrG0u9+3fv/JtnWtTn2TaNNGUODnbFFqOh5fw6Q/v1HwswHvYDVKkFEbkzmFWNeqOE/AjXjgCg7P0S1etrUNUJRDm3K7fs/O8PTpIYRc7fazEeuAhsnCAhslSupTT9tfEHbKs40efdyZqySi6umr+bW1kzeN58rWO6jn2bFWNHEh91Fzsn7W9qT4tLf+7Rer1v8VyavfAq1Xz9yMnKwr2hP4tfCOTetUsA/DbnA97dewbfrs9xYus6AEI3r9UcHxdxi33fzOPNjfuo5OZO7K3i/zZb3tna2molCAVlZWWFr68vly9fpm/fvgBERkbi6vrg5zgqKkqnV6E4GLwfOykpiZdffplvv/2WypUrP7Lu0qVL8fDwYMGCBdSrV4/hw4fz+uuv8/nnn5dStMXLo3Ezwo4d4v6NqwBEXjrHzVPHqNWqvYEjK3uuX4/k87nr+HrBz2zfeojkpFTNvuSkVG7fuoeVtQXfL/+VL+auI2jFDm7eePo+8DTUVrl/pv9v5rKtMyore5Twkw/q5GTBnbPgUjf/c5ioUdXtiBIfCUnRJRuvgVw68hdudbz56aNpfP5ib5aPGsaJHdsfeUx6cjKoVJhbWZdSlIalMjLCp3MfTC0suXU6FGMzMwCyMh6MkSs5OWRnZuLR+Jl8z2FqbkHj3gOJvXWDhMg7pRJ3RZGens6FCxdwdXXF09MTFxcX9ux5kOBlZGQQHBxMy5Yti/29Dd6DMGbMGHr06EHHjh355JNPHln3yJEjWpMzALp06cKKFSvIzMzE1NS0JEMtdq2GjiUtKZGv+7XByMiYnJxs2o/+AN+uzxk6tDKlVu1q1GvgSaVK1sTGJnLgjxOsXrmTEW/2wcTEmNjY3A/J4H0n6dS1Gc4uDpw+dYU1K3cxatxzT1VPQh6jVsNQ7px7ML/A8n/JdUqcVj0lJQ6VjRPKf8pUPt1RtRyKytQCJSacnG0f5iYTT6HYiAhCtv9Ci379eXbQK9z59wK7Fn+FsakpjTp11amflZHOH98tw7d9R9RWVgaIuPQ41arL8KBfMTFTk5GazMaJr3Mv7BJGJibE3Qmn49gpbJ/1HpmpKQS8MhKbKs5YV9H+ltrsxSF0evtDzCytuBd2mdWjB5CdlWmgKyohpbyKYdKkSfTq1QsPDw+ioqL45JNPSEhIYMiQIahUKsaPH8/s2bOpXbs2tWvXZvbs2VhaWjJo0KAnj1EPgyYIGzZs4MSJExw/frxA9SMjI/OdnJGVlUV0dLRWl0ue9PR0rdmiCQkJRQu6GJ3b/Qtndm6i36zFVPHyJvLSOX7/Yjo2VZxp3Ku/ocMrMxr4emn+7uRcGbeqjnz1xY9cvhhOvQY1UJTcj7+mzbxp3LQOAK5uDoRdu8Op0Mt06OxvkLhLiqrNKHCoQc7m9/PZqzxcGxTtMuXSgdyeBkt7jJo8h1GX98nZ/B5kP2W/2AFFycGtjjcdhr0BgGutOty7cZ2Q7b/oJAjZWVlsmjUTRcmh+7gJhgi3VN2/fpWlL3XE3NqOeh160PejhQQNf557YZfY+O5w+kz7gg+C/yUnK4trxw5y+dAfOuc4vXMzV4/+iU0VZ1oOHsWL85bz/Wu9tXofyr/SvdXyrVu3eOmll4iOjqZKlSq0aNGCo0ePUr167sTt9957j9TUVEaPHk1sbCzNmzdn9+7d2NjYFCHG/BksQQgPD+ftt99m9+7dmJubF/i4/CZn5FeeZ86cOcycOfPJAy1Be776mFZDx+LTpS8AzrXrER9xi0MrF0mC8Ag2NpZUsrMm5n5uspc3N6FKlUpa9RyrVCI+Pqm0wytRqtZvoKrxDDlbJkPy/Qc7UmJz/7Ss/ODvgMrSDiU1TvskGSm5W3wEOXcvYjR8PSqvAJTLf5b8BZQyG3sHqnjU0Cpz9KjOhYPBWmXZWVn8/Ml04iIjGPzZgqe+9wAgOytTM0nxzoV/qNqgEc0HDefXWe8RceE0S1/qhNraBmMTM1Li7jN81W/ceWh+VHpSIulJicSEh3HrdCjvB/9L3XbdOPv71tK/oKfEhg0bHrlfpVIxY8aMfFdAFDeDzUEIDQ0lKioKPz8/TExMMDExITg4mIULF2JiYkJ2drbOMS4uLpplHnmioqIwMTHBwcEh3/eZPHky8fHxmi08PLxErudJZKaloXroPt0qI2NN0iPyl5KSRnxCMtY2FgBUqmSNjY0l96PjterFRMdjV+npGUdWtR6JyqslOb9MhcS72jsT7qIkx6Byb/ygzMgE3Hwg8t/HnRmMy9fwXEG5N/Al+pb2//n7t8Kx+09PZF5yEHP7Fq/M+xJL26dvSKpAVCpMTM20itKTEkmJu4+9uydu9Rtx8cDveg7+3ylQYWJm9sg65U7eEENRtnLKYD0IHTp00Lp9JMBrr71G3bp1ef/993WWsQEEBASwfbv2BKPdu3fj7++vd/6BWq3Wu5zE0Oq07sTB7xdi51IVp5reRPx7lqM/LKNxn4GGDq1UZaRnEhPzYOgnLi6RyIj7WFiosbBQc2D/SerVr4GNjQVxcUns2xOKpaWauvVrALkZdcCzvgTvO4Gziz0urg78c/Iy0dHxvPDS0zHhU9XmTVR12pCzY1bukkXLSrk70lMgOwMA5Z9tqPxeRIm7A/F3UPn1h6x0lEv/+7Zs64yqVuvc4YXUBLCyx6jpC5CdjnIjxDAXVsKa93uRlW+P5uC6NTQIbMftixc4sWM7PcdPAiAnO4ufPvqQyCuXGPjxPJScbJJicntmLGxsMS5n85oKqsPYyVz+ax8Jkbcxs7LGp0tfavi1ZO3Y3HHs+h17khJ7n/jI2zjVqke3dz/m3wO7uHo092epclUPGnTuw9WjwaTE3sfGyYVnh4wlMz0136GI8k2e5ljqbGxs8PHx0SqzsrLCwcFBUz558mRu377N6tWrARg1ahRff/01EyZMYMSIERw5coQVK1awfv36Uo+/OHR77xP2L/mUHXMnkxx7HxtHZ/z6DSZwxDuGDq1U3bkTzervd2pe7955DIBGTWrRvVdLou7GcvrUFdLSMrCxtqCGlyv9BrRFrX7wy7tFywZkZWWxe+cxUlPTcXax55WhXbC3L/yyorLIyLc7AMbPzdEqz/ljAcq/ub+QlZObwMQMo8A3H9woadu0B/dAyMpE5dYAVaPeuftT4lAizqFseg9StXtfnhZVvevRf8Ys9q1Yxp9rV1HZxYUub47Dt0PuZOeEe/e4dOQvAJaPel3r2Fc//4oajZqUesylwcrekec/XoS1oxPpSYncvXyetWMHce3v3GEmG0dnukyYgbVDFRKjo/jn15/489svNcdnpadTvUlzWgwagYWtHUn373HjxN+seK03ybH39byrKG9UShnqz27bti2NGzfW3Chp6NChXL9+nQMHDmjqBAcH884772hulPT+++8X6kZJCQkJ2NnZEXfnKra2xT+p42mi7Pg/Q4dQLijXTxs6hHJBNXD+4ysJPurUxtAhlHnp2Qpzr2QTHx//RPcWKAjNZ8W149jaPPlQZUJiEpW8mpVorCXF4Msc/+u/iQBAUFCQTp3AwEBOnDhROgEJIYSo4GSIQQghhBAPM8DTHMsKg99JUQghhBBlj/QgCCGEEHrJEIMQQggh8lOOhwmKQoYYhBBCCKFDehCEEEIIvSruEIP0IAghhBBChyQIQgghhNAhQwxCCCGEHiqVSu/Tggt6fHklCYIQQgihl8xBEEIIIYTQkB4EIYQQQp8KfKtlSRCEEEIIvSruEIMkCEIIIYQ+FbgHQeYgCCGEEEKH9CAIIYQQeskQgxBCCCEeJkMMQgghhBAPSA+CEEIIoZcMMQghhBDiYTLEIIQQQgjxgPQgCCGEEHrJEIMQQgghHlZx8wMZYhBCCCGELulBEEIIIfSquF0IkiAIIYQQ+lTgVQySIAghhBB6VdweBJmDIIQQQggd0oMghBBC6CNDDEIIIYTQVXGHGCpcgqAoCgAJiYkGjqTsU1IyDB1CuaCkZRk6hHJBlZhs6BDKhfRsxdAhlHnpObltlPf7vCQV9bOiPH/WVLgEIfF//1ge3o0NG4gQFc20ToaOQDxlEhMTsbOzK5Fzm5mZ4eLignudRkU+l4uLC2ZmZsUQVelSKaWRgpUhOTk53LlzBxsbG1RlZGwoISEBd3d3wsPDsbW1NXQ4ZZa0U8FIOxWMtFPBlMV2UhSFxMRE3NzcMDIqubn2aWlpZGQUvSfVzMwMc3PzYoiodFW4HgQjIyOqVatm6DDyZWtrW2b+A5Zl0k4FI+1UMNJOBVPW2qmkeg7+y9zcvFx+sBcXWeYohBBCCB2SIAghhBBChyQIZYBarWb69Omo1WpDh1KmSTsVjLRTwUg7FYy0U8VV4SYpCiGEEOLxpAdBCCGEEDokQRBCCCGEDkkQhBBCCKFDEgQhhBBC6JAEoZR88803eHp6Ym5ujp+fHwcPHnxk/eDgYPz8/DA3N8fLy4ulS5eWUqSG8+eff9KrVy/c3NxQqVRs3br1scdUtHaaM2cOzZo1w8bGBicnJ/r27cvFixcfe1xFa6clS5bQsGFDzc19AgIC2Llz5yOPqWhtlJ85c+agUqkYP378I+tJW1UQiihxGzZsUExNTZVvv/1WOX/+vPL2228rVlZWyo0bN/Ktf+3aNcXS0lJ5++23lfPnzyvffvutYmpqqvz888+lHHnp2rFjhzJ16lRl06ZNCqBs2bLlkfUrYjt16dJFWblypXL27Fnl1KlTSo8ePRQPDw8lKSlJ7zEVsZ22bdum/Pbbb8rFixeVixcvKlOmTFFMTU2Vs2fP5lu/IrbRw44dO6bUqFFDadiwofL222/rrSdtVXFIglAKnnnmGWXUqFFaZXXr1lU++OCDfOu/9957St26dbXKRo4cqbRo0aLEYixrCpIgSDspSlRUlAIowcHBeutIO+WqXLmy8t133+W7r6K3UWJiolK7dm1lz549SmBg4CMThIreVhWJDDGUsIyMDEJDQ+ncubNWeefOnTl8+HC+xxw5ckSnfpcuXQgJCSEzM7PEYi1vpJ0gPj4eAHt7e711Kno7ZWdns2HDBpKTkwkICMi3TkVvozFjxtCjRw86duz42LoVva0qEkkQSlh0dDTZ2dk4OztrlTs7OxMZGZnvMZGRkfnWz8rKIjo6usRiLW8qejspisKECRN49tln8fHx0VuvorbTmTNnsLa2Rq1WM2rUKLZs2UL9+vXzrVtR2whgw4YNnDhxgjlz5hSofkVuq4qmwj3N0VAefrS0oiiPfNx0fvXzK6/oKnI7jR07ltOnT3Po0KHH1q2I7eTt7c2pU6eIi4tj06ZNDBkyhODgYL1JQkVso/DwcN5++212795dqKcWVsS2qogkQShhjo6OGBsb6/QWREVF6WTheVxcXPKtb2JigoODQ4nFWt5U5HYaN24c27Zt488//3zs48srajuZmZlRq1YtAPz9/Tl+/DhfffUVy5Yt06lbUdsoNDSUqKgo/Pz8NGXZ2dn8+eeffP3116Snp2NsbKx1TEVtq4pIhhhKmJmZGX5+fuzZs0erfM+ePbRs2TLfYwICAnTq7969G39/f0xNTUss1vKmIraToiiMHTuWzZs3s2/fPjw9PR97TEVsp/woikJ6enq++ypqG3Xo0IEzZ85w6tQpzebv78/LL7/MqVOndJIDqLhtVSEZbHpkBZK3zHHFihXK+fPnlfHjxytWVlbK9evXFUVRlA8++EAZPHiwpn7eMqJ33nlHOX/+vLJixYoKsYwoMTFROXnypHLy5EkFUObPn6+cPHlSsxxU2klR3nzzTcXOzk45cOCAEhERodlSUlI0daSdFGXy5MnKn3/+qYSFhSmnT59WpkyZohgZGSm7d+9WFEXa6FEeXsUgbVVxSYJQShYvXqxUr15dMTMzU5o2baq1LG3IkCFKYGCgVv0DBw4oTZo0UczMzJQaNWooS5YsKeWIS9/+/fsVQGcbMmSIoijSToqi5Ns+gLJy5UpNHWknRXn99dc1/9+qVKmidOjQQZMcKIq00aM8nCBIW1Vc8rhnIYQQQuiQOQhCCCGE0CEJghBCCCF0SIIghBBCCB2SIAghhBBChyQIQgghhNAhCYIQQgghdEiCIIQQQggdkiAIYQAzZsygcePGmtdDhw6lb9++pR7H9evXUalUnDp1Sm+dGjVqsGDBggKfMygoiEqVKhU5NpVKxdatW4t8HiHEk5EEQYj/GTp0KCqVCpVKhampKV5eXkyaNInk5OQSf++vvvqKoKCgAtUtyIe6EEIUlTzNUYj/6Nq1KytXriQzM5ODBw8yfPhwkpOTWbJkiU7dzMzMYns4jZ2dXbGcRwghiov0IAjxH2q1GhcXF9zd3Rk0aBAvv/yypps7b1jg+++/x8vLC7VajaIoxMfH88Ybb+Dk5IStrS3t27fnn3/+0Trv3LlzcXZ2xsbGhmHDhpGWlqa1/+EhhpycHObNm0etWrVQq9V4eHgwa9YsAM0THJs0aYJKpaJt27aa41auXEm9evUwNzenbt26fPPNN1rvc+zYMZo0aYK5uTn+/v6cPHmy0G00f/58fH19sbKywt3dndGjR5OUlKRTb+vWrdSpUwdzc3M6depEeHi41v7t27fj5+eHubk5Xl5ezJw5k6ysrELHI4QoGZIgCPEIFhYWZGZmal5fuXKFH3/8kU2bNmm6+Hv06EFkZCQ7duwgNDSUpk2b0qFDB2JiYgD48ccfmT59OrNmzSIkJARXV1edD+6HTZ48mXnz5vHhhx9y/vx51q1bh7OzM5D7IQ+wd+9eIiIi2Lx5MwDffvstU6dOZdasWVy4cIHZs2fz4YcfsmrVKgCSk5Pp2bMn3t7ehIaGMmPGDCZNmlToNjEyMmLhwoWcPXuWVatWsW/fPt577z2tOikpKcyaNYtVq1bx119/kZCQwMCBAzX7f//9d1555RXeeustzp8/z7JlywgKCtIkQUKIMsDAD4sSoswYMmSI0qdPH83rv//+W3FwcFD69++vKIqiTJ8+XTE1NVWioqI0df744w/F1tZWSUtL0zpXzZo1lWXLlimKoigBAQHKqFGjtPY3b95cadSoUb7vnZCQoKjVauXbb7/NN86wsDAFUE6ePKlV7u7urqxbt06r7OOPP1YCAgIURVGUZcuWKfb29kpycrJm/5IlS/I9139Vr15d+fLLL/Xu//HHHxUHBwfN65UrVyqAcvToUU3ZhQsXFED5+++/FUVRlNatWyuzZ8/WOs+aNWsUV1dXzWtA2bJli973FUKULJmDIMR//Prrr1hbW5OVlUVmZiZ9+vRh0aJFmv3Vq1enSpUqmtehoaEkJSXh4OCgdZ7U1FSuXr0KwIULFxg1apTW/oCAAPbv359vDBcuXCA9PZ0OHToUOO579+4RHh7OsGHDGDFihKY8KytLM7/hwoULNGrUCEtLS604Cmv//v3Mnj2b8+fPk5CQQFZWFmlpaSQnJ2NlZQWAiYkJ/v7+mmPq1q1LpUqVuHDhAs888wyhoaEcP35cq8cgOzubtLQ0UlJStGIUQhiGJAhC/Ee7du1YsmQJpqamuLm56UxCzPsAzJOTk4OrqysHDhzQOdeTLvWzsLAo9DE5OTlA7jBD8+bNtfYZGxsDoBTDk91v3LhB9+7dGTVqFB9//DH29vYcOnSIYcOGaQ3FQO4yxYflleXk5DBz5kyef/55nTrm5uZFjlMIUXSSIAjxH1ZWVtSqVavA9Zs2bUpkZCQmJibUqFEj3zr16tXj6NGjvPrqq5qyo0eP6j1n7dq1sbCw4I8//mD48OE6+83MzIDcb9x5nJ2dqVq1KteuXePll1/O97z169dnzZo1pKamapKQR8WRn5CQELKysvjiiy8wMsqdwvTjjz/q1MvKyiIkJIRnnnkGgIsXLxIXF0fdunWB3Ha7ePFiodpaCFG6JEEQogg6duxIQEAAffv2Zd68eXh7e3Pnzh127NhB37598ff35+2332bIkCH4+/vz7LPP8sMPP3Du3Dm8vLzyPae5uTnvv/8+7733HmZmZrRq1Yp79+5x7tw5hg0bhpOTExYWFuzatYtq1aphbm6OnZ0dM2bM4K233sLW1pZu3bqRnp5OSEgIsbGxTJgwgUGDBjF16lSGDRvG//3f/3H9+nU+//zzQl1vzZo1ycrKYtGiRfTq1Yu//vqLpUuX6tQzNTVl3LhxLFy4EFNTU8aOHUuLFi00CcO0adPo2bMn7u7uvPjiixgZGXH69GnOnDnDJ598Uvh/CCFEsZNVDEIUgUqlYseOHbRp04bXX3+dOnXqMHDgQK5fv65ZdTBgwACmTZvG+++/j5+fHzdu3ODNN9985Hk//PBDJk6cyLRp06hXrx4DBgwgKioKyB3fX7hwIcuWLcPNzY0+ffoAMHz4cL777juCgoLw9fUlMDCQoKAgzbJIa2trtm/fzvnz52nSpAlTp05l3rx5hbrexo0bM3/+fObNm4ePjw8//PADc+bM0alnaWnJ+++/z6BBgwgICMDCwoINGzZo9nfp0oVff/2VPXv20KxZM1q0aMH8+fOpXr16oeIRQpQclVIcA5NCCCGEeKpID4IQQgghdEiCIIQQQggdkiAIIYQQQockCEIIIYTQIQmCEEIIIXRIgiCEEEIIHZIgCCGEEEKHJAhCCCGE0CEJghBCCCF0SIIghBBCCB2SIAghhBBChyQIQgghhNDx/+d3mlCLJfnAAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from Models import * \n", "%matplotlib inline\n", "naive(table_X,table_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### K-Nearest Neighbors (KNN)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of neighbors was kept as is because, although smaller numbers could yield better performance, they might also result in worse outcomes in other aspects." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.6974068835454974\n", "Accuracy on test set: 0.4724186704384724\n", "Fold: 1, Class dist.: [2546 2545 2545 2545 2545], Acc: 0.458\n", "Fold: 2, Class dist.: [2546 2545 2545 2545 2545], Acc: 0.464\n", "Fold: 3, Class dist.: [2545 2545 2545 2546 2545], Acc: 0.479\n", "Fold: 4, Class dist.: [2545 2545 2545 2546 2545], Acc: 0.472\n", "Fold: 5, Class dist.: [2545 2545 2545 2545 2546], Acc: 0.483\n", "Fold: 6, Class dist.: [2545 2545 2545 2545 2546], Acc: 0.455\n", "Fold: 7, Class dist.: [2545 2545 2546 2545 2545], Acc: 0.460\n", "Fold: 8, Class dist.: [2545 2545 2546 2545 2545], Acc: 0.458\n", "Fold: 9, Class dist.: [2545 2546 2545 2545 2545], Acc: 0.588\n", "Fold: 10, Class dist.: [2545 2546 2545 2545 2545], Acc: 0.630\n", "\n", "CV accuracy: 0.495 +/- 0.059\n" ] }, { "data": { "image/png": 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", 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Y2dkJAQEBGrPO8cwqBkEQhAsXLgg9evQQpFKpIBaLhWbNmgkbNmxQi3l2lv1jSUlJAgCN+Gc9vYrheUpaibB+/XqhYcOGgkQiETw8PISwsDBh3bp1ap9fEATh+vXrQufOnQVLS0sBgOr6asv96X2PVzFERUUJBgYGGtfowYMHgqurq9CyZUtBoVA89zO8DG05RkdHC926dRNsbW0FY2NjoXbt2kK3bt1UcXl5ecKIESOEpk2bClZWVoKpqanQsGFDYcaMGUJ2drbqPA8fPhTeffddwdraWhCJRCWujHksLS1NmD17tvDmm28KtWvXVv07aN68uTB79mwhJydHLT4rK0v44osvhIYNGwpisViQSqWCj4+PMH78eEEul6vizp07J7Rt21YwMzMTADx3tQqRLvFWy0RERKSBcxCIiIhIAwsEIiIi0sACgYiIiDSwQCAiIiINLBCIiIhIAwsEIiIi0lDjbpRUVFSEO3fuwNLSsky3mCUioqpBEARkZmbC2dkZBgaV93tuXl7ecx8LX1pisVjtlujVRY0rEO7cuaPxhD4iIqp+kpOTX/iMmJeVl5eHWhamyFKW/1wymQxJSUnVrkiocQXC43vAj/cwgMSAPQjPM/X4f/pOgYhIQ0ZmJlwaNHvpZ3qURn5+PrKUwHgPQ0jK0UmhKAIWXZMjPz+/VAVC3bp1S3xM/KhRo7B8+XIIgoBZs2ZhzZo1SEtLUz1fpkmTJk/eU6HApEmTsHXrVuTm5iIwMBArVqwoczFV4wqEx8MKEgMRJIYsEJ7Hyqry/vEREZWXLoaJJQaASbm+K8p2s+LY2FgolU+6LRISEtCpUye89957AID58+dj4cKFiIiIQIMGDTB79mx06tQJiYmJqoIpJCQEe/bswbZt22BnZ4eJEyeie/fuiI+PV3vA24twkiIREZEWIlH5t7KoVasWZDKZatu7dy/q1auHgIAACIKA8PBwTJ8+HW+//Ta8vb0RGRmJnJwcbNmyBQCQnp6OdevW4bvvvkNQUBB8fX2xefNmXLhwAYcOHSpTLiwQiIiItDCogA0AMjIy1DaFQvHC987Pz8fmzZvx8ccfQyQSISkpCXK5HJ07d1bFSCQSBAQE4OTJkwCA+Ph4FBQUqMU4OzvD29tbFVOWz05ERESVyMXFBVKpVLWFhYW98Jhdu3bh0aNHGDx4MABALpcDABwdHdXiHB0dVfvkcjnEYjFsbGy0xpRWjZuDQEREVFovM0zw7PFA8YoLKysrVbtEInnhsevWrUOXLl3g7Oz8zDnVExIE4YXzMUoT8yz2IBAREWkhqoANAKysrNS2FxUIN27cwKFDh/DJJ5+o2mQyGQBo9ASkpqaqehVkMhny8/ORlpamNaa0WCAQERFVMRs2bICDgwO6deumanN3d4dMJsPBgwdVbfn5+YiOjkabNm0AAH5+fjA2NlaLSUlJQUJCgiqmtDjEQEREpEVFDTGURVFRETZs2IBBgwbByOjJ17RIJEJISAhCQ0Ph6ekJT09PhIaGwszMDP379wcASKVSDBkyBBMnToSdnR1sbW0xadIk+Pj4ICgoqEx5sEAgIiLS4umVCC97fFkdOnQIN2/exMcff6yxb/LkycjNzcWoUaNUN0qKiopSu2nUokWLYGRkhD59+qhulBQREVGmeyAAgEgQhLLdxaGay8jIgFQqxef1DXmjpBeYeSZF3ykQEWnIyMiE1MkD6enpahP/KvY9ir8rZjY0LNeNkvKUAmYmKis118rCHgQiIiIt9DHEUFWwQCAiItLi6ZUIL3t8dcVVDERERKSBPQhERERacIiBiIiINNTkIQYWCERERFoYiIq38hxfXXEOAhEREWlgDwIREZEWHGIgIiIiDTV5kiKHGIiIiEgDexCIiIi04BADERERaRCJhHKtRBCJqu/jjjjEQERERBrYg0BERKQFhxiIiIhIQ00uEDjEQERERBrYg0BERKRFTb4PAgsEIiIiLWryEAMLBCIiIi1q8sOaWCBUkpC9f8Ha2UWj/a+fNmDf3GnwerMr/N4ZAOdGTWFmY4tV/YIg//eiWqyhsRidx38Fn+D/g5GJCZL+Oo7fwqYiIzVFVx+jSoj9ORKxP0fiUUoyAMDBoyECho2HZ9tAPWdWtVyPj8HJjStx5/J5ZN2/i77frYdXxy76TqvKOb5+CS4f3of716/ASGICl2Yt0GncF7CvW1/fqVUpvE7ESYqVZM2HXbCgU1PVtnFEHwDApYN7AADGpmZIPvcXDi2do/Ucb036Gl4du+CXqSOw/uNeEJuZo//ijRAZ1Kw/NisHJwSNm45hmw9g2OYDcG/ZFlvHf4TUq4n6Tq1KKcjLgWODxug6RfvfKSoupFr2+QifRP6GgSt/RFGhEptG9UN+bo6+U6tSeJ2KiSpgq670/k2zYsUKuLu7w8TEBH5+fjh+/Phz46Ojo+Hn5wcTExN4eHhg1apVOsq0bHIePUDWg3uqrUH7TniYnITr8TEAgPO//YLotYtw7fSxEo+XWFjitd7v4/dFs3Dtr+OQJyZgx/QxcKjvBY9W7XX5UfSuYUBnNHgjEPZu9WDvVg+BY6ZCbGaOWxfi9Z1aleLZNhCBoz9H48Bu+k6lShuwfCt8e/aFQ72GkDVogt6zFiFdfht3Lv2t79SqFF6nYo8nKZZnq670WiD8+OOPCAkJwfTp03H27Fm0a9cOXbp0wc2bN0uMT0pKQteuXdGuXTucPXsW06ZNw7hx47B9+3YdZ142hkbGaNrlHZz9dVupj3H2agpDYzGuxkSr2jLv30Xq1X/g0qxFZaRZLRQplbjw+y4U5OagTlM/fadDr4C8zEwAgKnURs+ZVG28TjWPXucgLFy4EEOGDMEnn3wCAAgPD8fvv/+OlStXIiwsTCN+1apVcHV1RXh4OADAy8sLcXFxWLBgAd555x1dpl4mjTq+BRNLK5zb/WOpj7Gwc0BhvgJ5melq7dkP7sPCzqGiU6zy7v53Gd8P7o7CfAXEpubo+916OHg01HdaVM0JgoDfF86Ea/PX4Vi/kb7TqbJq8nWqyasY9NaDkJ+fj/j4eHTu3FmtvXPnzjh58mSJx8TExGjEBwcHIy4uDgUFBSUeo1AokJGRobbpmm/v/vjv5GFk3r9b/pOJAAjV9+EfL8uubj2M2HoIn0TuRcv3BmLXV+OQeo1zEKh89s2dhrv/XcI7YSv1nUqVVpOv0+NVDOXZqiu9FQj379+HUqmEo6OjWrujoyPkcnmJx8jl8hLjCwsLcf/+/RKPCQsLg1QqVW0uLporCyqT1KkOPF5vhzM7t5TpuKwHqTASS2BiKVVrN7e1R9bDexWZYrVgZCyGnas7ajdujqCx0+HYoAlOb/le32lRNbZv3nQkHovC4DXbIXV01nc6VRavU82l90mKomdmcAiCoNH2oviS2h+bOnUq0tPTVVtycnI5My4b3559kf3wPv47cahMx925fB7KgnzUa/1kQqKFvQMc6jVC8t9xFZ1m9SMIKCzI13cWVA0JgoDf5k7D5cP7MGj1z7Cp7arvlKokXqdiNXkVg97mINjb28PQ0FCjtyA1NVWjl+AxmUxWYryRkRHs7OxKPEYikUAikVRM0mUkEonQvGc//L33JxQplWr7TK2sIZXVhmWt4s9qV7cegOKeg6wH96DIysSZXVvRefwM5KSnITf9ETqP/wqpVy5rXfnwqjq0NBSebd+Elaw28rOzkPD7LlyPP4kPl5WtV+ZVp8jJxsPkJNXrR7dvIiUxAaZW1rB2qqPHzKqW3+ZOxYX9O/H+og0Qm1kg834qAMDEwhLGJqZ6zq7q4HUqxlst64FYLIafnx8OHjyI//u//1O1Hzx4EL169SrxGH9/f+zZs0etLSoqCi1atICxsXGl5vsyPFq1h7VTnRJXLzQM6IzesxarXr83dzUA4OjqBTi6+jsAwO/fzUCRshDvzV0NY4kprsUex5YZIRCKinTzAaqI7If3sePLsci6nwqJhSUcPRvjw2VbUK91gL5Tq1LuXPobkcOeTNb9feFMAECzHn3wf0/9Xavp4n6OBABEDFWf2NxrZjh8e/bVR0pVEq8TiQRBfzPefvzxRwwYMACrVq2Cv78/1qxZg7Vr1+LixYtwc3PD1KlTcfv2bWzcuBFA8TJHb29vDB8+HEOHDkVMTAxGjBiBrVu3lnoVQ0ZGBqRSKT6vbwiJYTUu7XRg5pmadcdGIqoeMjIyIXXyQHp6OqysrCrpPYq/K1b5GsC0HN8VuUoBI84WVWqulUWvyxz79u2LBw8e4Ouvv0ZKSgq8vb2xb98+uLm5AQBSUlLU7ong7u6Offv2Yfz48Vi+fDmcnZ2xZMmSKr3EkYiIqq+aPMSg1x4EfWAPQumxB4GIqiJd9iCsec0AZuX4rshRChh2pnr2IOh9FQMRERFVPXyaIxERkRY1eYiBBQIREZEWvNUyERER0VPYg0BERKSFAcr3PIXq/Fs4CwQiIiItOMRARERE9BT2IBAREWlR3kc2V+fHPbNAICIi0sIA5etqr87d9NU5dyIiolfO7du38eGHH8LOzg5mZmZo3rw54uPjVfsFQcDMmTPh7OwMU1NTdOjQARcvXlQ7h0KhwNixY2Fvbw9zc3P07NkTt27dKlMeLBCIiIi0eHyjpPJsZZGWloa2bdvC2NgY+/fvx6VLl/Ddd9/B2tpaFTN//nwsXLgQy5YtQ2xsLGQyGTp16oTMzExVTEhICHbu3Ilt27bhxIkTyMrKQvfu3aFUKkudC4cYiIiItND1EMO8efPg4uKCDRs2qNrq1q2r+n9BEBAeHo7p06fj7bffBgBERkbC0dERW7ZswfDhw5Geno5169Zh06ZNCAoKAgBs3rwZLi4uOHToEIKDgysldyIiohqjonoQMjIy1DaFQlHi++3evRstWrTAe++9BwcHB/j6+mLt2rWq/UlJSZDL5ejcubOqTSKRICAgACdPngQAxMfHo6CgQC3G2dkZ3t7eqpjSYIFARERUyVxcXCCVSlVbWFhYiXHXrl3DypUr4enpid9//x0jRozAuHHjsHHjRgCAXC4HADg6Oqod5+joqNonl8shFothY2OjNaY0OMRARESkhYFIKOcyRwEAkJycrPa4Z4lEUmJ8UVERWrRogdDQUACAr68vLl68iJUrV2LgwIGqONEzkxsEQdBoe1ZpYtRyL3UkERFRDWNQARsAWFlZqW3aCgQnJyc0btxYrc3Lyws3b94EAMhkMgDQ6AlITU1V9SrIZDLk5+cjLS1Na0xpPzsRERFVAW3btkViYqJa27///gs3NzcAgLu7O2QyGQ4ePKjan5+fj+joaLRp0wYA4OfnB2NjY7WYlJQUJCQkqGJKg0MMREREWrzMUsVnjy+L8ePHo02bNggNDUWfPn3w119/Yc2aNVizZs3/zidCSEgIQkND4enpCU9PT4SGhsLMzAz9+/cHAEilUgwZMgQTJ06EnZ0dbG1tMWnSJPj4+KhWNZQGCwQiIiItRChfV3tZa4uWLVti586dmDp1Kr7++mu4u7sjPDwcH3zwgSpm8uTJyM3NxahRo5CWloZWrVohKioKlpaWqphFixbByMgIffr0QW5uLgIDAxEREQFDQ8PS5y4IglDG/Ku1jIwMSKVSfF7fEBLDanyTbB2YeSZF3ykQEWnIyMiE1MkD6enpahP/KvY9ir8rtrcWwdzo5b8rsgsFvHNKqNRcKwt7EIiIiLTQ9RBDVcICgYiISAs+rImIiIjoKexBICIi0sJAhHLeKKnictE1FghERERacA4CERERaeAcBCIiIqKnsAeBiIhICw4xEBERkQYOMRARERE9pcb2IHwedQpWlhb6TqNKS+jtoO8UqoUmPyXpOwV6lYj4e9uLCAW5OnsvLnMkIiIiDSKU/YFLzx5fXbFUJSIiIg3sQSAiItKCQwxERERUomr8HV8uHGIgIiIiDexBICIi0oJDDERERKTBQCSUs0AQKi4ZHWOBQEREpAWXORIRERE9hT0IREREWnAOAhEREWngEAMRERHRU9iDQEREpAWHGIiIiEiDAcrX1V6du+mrc+5ERERUSdiDQEREpIVIVLyV5/jqigUCERGRFjV5DgKHGIiIiEgDexCIiIi0qMn3QWCBQEREpIUIIojKMZGg+Mjq+cAmFghERETalHOSYnXuQuAcBCIiItLAHgQiIiJtyr3OEeAQAxER0SumJt8HgUMMREREpIE9CERERFqIROVcxVCNexBYIBAREWlRkwsEDjEQERGRBvYgEBERaVODn/fMAoGIiEiLmjzEwAJBhzLu3cWhlYtw5dQJFCgUsHNxQ8/PZ8G5URMAgCAIiF6/EvG7f0FeZgZqN/ZB1wnT4eBRX8+ZVx6Hfp/Bod9nam0FaalI/MhbI9Z55ALYBg9Eyrov8GDPGrV2i2btYWTjiKK8bOT8Ewv5xm+Qf/tKpeevL7Hbf0Dcji14lHILAODg4Yn2H4+FZ5sAAMCuryfj73071I6p3aQZPlm3Xee56tPzrpOysACHVy3ClZijSLudDImFJTxatkHQqM9gWctRz5nr1vGIFfjn6O+4f+MajCQmcPF5DUFjpsDezUMt7l7SFRxaPg83zpyGIAio5e6J90KXQiqrrafMXz0zZ87ErFmz1NocHR0hl8sBFH9PzJo1C2vWrEFaWhpatWqF5cuXo0mTJqp4hUKBSZMmYevWrcjNzUVgYCBWrFiBOnXqlCkXFgg6kpuRjvUjB8L9tZb4YMFKmNvY4uHtZJhYWqli/vxhPWJ+3Ije02fDzsUNxyLXYNP4YRizdQ8kZuZ6zL5y5d24jOsz3lO9FoqUGjGWrbrAtMFrKHiQorEv9+rfeBT9Cwru34ahhTUc+n2GujN/wr/DWwBFRZWau75YOcgQNPoz2NZxAwCc+20Htk0egeEbf4WDRwMAQP3W7dHry3mqYwyNjPWSqz497zpZOThBnngR7T8aDUdPL+RlpuPAotnY+tlwDIvYpd/EdezG2b/Q8t0BcG7cFEWFShxetQCbxw3EqG1REJuaAQAe3rqBDcP6wLdnH3QYGgITC0vcS7oCI7FEz9lXLn3cB6FJkyY4dOiQ6rWhoaHq/+fPn4+FCxciIiICDRo0wOzZs9GpUyckJibC0tISABASEoI9e/Zg27ZtsLOzw8SJE9G9e3fEx8ernetF9Do6cuzYMfTo0QPOzs4QiUTYtWvXC4+Jjo6Gn58fTExM4OHhgVWrVlV+ohXgzx/WQ+ogQ69ps1G7sQ+snWrDo0Vr2NZ2AVBcFZ7+eTPaDRwKr4AgOHh4ovf0OShQ5OFC1G96zr5yCUVKFD5KVW3KjAdq+41sZXAeGoZbC0dCUBZoHJ8WtQk5l06hIDUZedcu4O4PcyGuVQdiB1ddfQSda9guEJ5tOsDO1R12ru4IHDkRYjMz3Eo4p4oxFIthYVdLtZlKrfWWr7487zqZWFhiwNJINAnqBns3D9Tx9kWXiTOQ8k8C0uV39J26Tn24OALNu78LB48GkDXwQq8v5yNdfgcp/ySoYg6v/A6ebTqg09jP4dSwCWxqu6LBG2/C3NZej5lXvsdDDOXZysrIyAgymUy11apVC0Dx90R4eDimT5+Ot99+G97e3oiMjEROTg62bNkCAEhPT8e6devw3XffISgoCL6+vti8eTMuXLigVnSUhl4LhOzsbDRr1gzLli0rVXxSUhK6du2Kdu3a4ezZs5g2bRrGjRuH7durfrdp4p9H4dSoMX7+YgK+7R6A1R+9h/jdv6j2P7pzC1kP7qPe621UbUZiMeo298OthL/1kbLOSJzc0XD9eTRYHYs6E1fD2NHtyU6RCHVCluP+ruVQJCe+8FwiiRlsAvshX34DBfdvV2LWVUeRUomEg3tRkJsDFx9fVfv1M6fxbZfXsfS9IOwOnYbshw+ec5ZXn7br9DRFViYgEsHkf7+J1VSKrEwAgKmVFAAgFBXhv5NHYOvqjs3jBuHbt1ri+4//D/9ER+kzTd0QVcBWRv/99x+cnZ3h7u6Ofv364dq1awCKvwPlcjk6d+6sipVIJAgICMDJkycBAPHx8SgoKFCLcXZ2hre3tyqmtPQ6xNClSxd06dKl1PGrVq2Cq6srwsPDAQBeXl6Ii4vDggUL8M4771RSlhUj7c4txO36Cf59B+KNgUNx+9IFHAifCyNjMZp16Yms//3wtrC1UzvO3MYO6Xc1u9VfFTn/xuPW4rFQ3LkKI2ktOPQZD4+5v+HKuHZQZqbB/u2xQJESD/aufe55bLt8BMeBX8HQ1Bx5yf/i+sz3IBRq9ja8Su5eScS6oe+hMF8BsakZ+s5biVrungCA+v4BaBzYBday2ki7k4wja8IROeZDDIvY9cp3CT/redfpaYUKBQ6t+BY+nXtAYl5zCwRBEPD74jlwbdYCDvUaAgCy0x4gPycbf25chY4jJiBozBRciYnGj1NGYtCKLaj7Wis9Z131ZWRkqL2WSCSQSDT/LbZq1QobN25EgwYNcPfuXcyePRtt2rTBxYsXVfMQHB3V58g4Ojrixo0bAAC5XA6xWAwbGxuNmMfHl1a1moMQExOjVhUBQHBwMNatW4eCggIYG2uOsSoUCigUCtXrZ/+QdEUoKoJzoyYIHP4pAMCpgRfuXb+KuF0/olmXnk9FqpebQgltr5KsM4dV/6/AZVxPjEODVX/BumNfZF88Cbvuw3B1QuALz/Mo+hdknTsKIxtH2PceBZfP1uLa590hFCheeGx1Ze/mjhEbdyMvKxOXjhzArq8/w+CVW1DL3RPenbqp4hzqNYCzlw/Cewfgvz+PwqtjsB6z1r3nXafHlIUF+OXLTyEUFaHb5FnPOdurb9+3M3D3yj/4ePVPqjbhf3N5GrYPgv/7QwAAsgaNkXzhDOJ3/PBKFwgVtYrBxcVFrX3GjBmYOXOmRvzTvzT7+PjA398f9erVQ2RkJFq3bq3K6WmCILwwx9LEPKtardCUy+UlVk6FhYW4f/9+iceEhYVBKpWqtmf/kHTF0q4WatWtp9Zm7+aB9LvFFd3jnoOsh+qfIyftgUavwqtMUORAceMyxE4eMG/cGkZSezT8/iyabL+DJtvvQOzgCtngWWiwJk7tuKKcTOSnJCHn0ikkzx8CSe36sGrdVU+fQjcMjcWwdakLZy8fBI36DI71vXDqx8gSYy3tHWAtc8aD5Ou6TbIKeNF1UhYW4Jfp4/Dozi0MWBpZo3sP9i2YiX+P/4FBK7bAytFJ1W5mbQMDQyONnhf7uvVe6R5O4MkkxfJsAJCcnIz09HTVNnXq1FK9v7m5OXx8fPDff/9BJpMBgEZPQGpqquq7USaTIT8/H2lpaVpjSqtaFQhAyZVTSe2PTZ06Ve0PJTk5udJzLImLT3M8uHldre1B8nVIZcX/CK2d68DCzh7XYmNU+5UFBbh+Lh51vJvpMlW9EhmJIanjicK0u3h09GdcCemAK+PfVG0FD1Jwf9dyXJ/Z9wUnEkFkLNZN0lWGAGV+fol7ctLTkJ6aAkt7Bx3nVBU9uU6Pi4MHydcxYGkkzKQ2Lzj21SQIAvZ9OwP/HP0dA5dvho2z+i9ShsZiODduigc3rqm1P7x5HVKZsy5TrbasrKzUtpKGF0qiUChw+fJlODk5wd3dHTKZDAcPHlTtz8/PR3R0NNq0KZ6/5ufnB2NjY7WYlJQUJCQkqGJKq1oNMchkshIrJyMjI9jZlfxbtrZxHl1r3Xcg1o8YgOMb16LJm8G4fekCzuzeju6TvwJQXOC0eu9DHN/0PWzruMHOxRXHN66FscQEPp27veDs1Zds8ExkxP6Ognu3YSS1R60+42FgZolHR36EMjMNykz1KlhQFqDwUSry71wFABg7ukH6Ri9knTsKZfoDGNk5odbbY1GkyENm/B/6+Eg68cfKBajvHwCpgxMUOdlIOLgX18+cxgeL1iM/JxtHv18Cr47BsLRzwKOUW/hj1Xcwk9qgUUAnfaeuU8+7TkWFhfh56hikJF7E+9+thVBUhKwH9wAUT84zrEEF5r5vv8KF33ej37drIDG3UF0HibkljE1MAABtPhyKX6aPg6vv63D3a40rp44h8cQfGLxiiz5Tr3S6vlHSpEmT0KNHD7i6uiI1NRWzZ89GRkYGBg0aBJFIhJCQEISGhsLT0xOenp4IDQ2FmZkZ+vfvDwCQSqUYMmQIJk6cCDs7O9ja2mLSpEnw8fFBUFBQmXKpVgWCv78/9uzZo9YWFRWFFi1alDj/oCqp7eWNvqHh+GN1OKIjVsHGqTaCx01G087dVTFtP/gYhQoF9i2cjdzMDNRp7IMBi1a/0vdAMLJzgsvE1TC0tIUy4wFy/o3HtcldUHDvVqmOF/LzYN64Nex7DIeBuRTK9HvIvngK1z7vBmV6ycNOr4Ksh/exc+YkZD1IhcTCEo71GuGDRetRr9UbKMjLQ+rVRPy9fyfyMjNhaV8LdV9rjXdnL4bE3ELfqevU867Tozu3kHi8uIhcPaCH2nGDlm9GXb/W+khZL+K2/wAAiBz5vlp7ry/no3n3dwEAXh2C0X3KNzgRuRIHFs6CnasH+oStgGvzljrPV6fKfSOEsoXfunUL77//Pu7fv49atWqhdevWOHXqFNzcild3TZ48Gbm5uRg1apTqRklRUVGqeyAAwKJFi2BkZIQ+ffqobpQUERFRpnsgAIBIeNxHrwdZWVm4cqX4bne+vr5YuHAhOnbsCFtbW7i6umLq1Km4ffs2Nm7cCKB4iYe3tzeGDx+OoUOHIiYmBiNGjMDWrVtLvYohIyMDUqkUj67FwsqyZv2wLKuL/RvrO4VqoclPSfpOgV4lomo38qtzGRmZsHZtgvT0dFhZWb34gJd6j+LvisvvmMLS+OULhMwCAV7bcys118qi1x6EuLg4dOzYUfV6woQJAIBBgwYhIiICKSkpuHnzpmq/u7s79u3bh/Hjx2P58uVwdnbGkiVLqvwSRyIiqp70cSfFqkKvBUKHDh3wvA6MiIgIjbaAgACcOXOmErMiIiIqVpMf1sS+LCIiItJQrSYpEhER6RKHGIiIiKgE5awQqjEWCERERFrU5B4EzkEgIiIiDexBICIi0qImr2JggUBERKRFTS4QOMRAREREGtiDQEREpEVNnqTIAoGIiEgbHT+sqSrhEAMRERFpYA8CERGRFhxiICIiIk3lXMXAIQYiIiJ6pbAHgYiISAsOMRAREZGmGryKgQUCERGRFryTIhEREdFT2INARESkBecgEBERkYbiAqE8QwxCBWajWxxiICIiIg3sQSAiItJGhPKtROAQAxER0atHZGAAkcHLd7aLqnE/fTVOnYiIiCoLexCIiIi0qcHLGFggEBERacMCgYiIiJ4lggFE5ZhIUH3LA85BICIiohKwB4GIiEgbDjEQERGRBhYINZCyoHgjrRrPXafvFKqFwuVv6zuFasFo2GZ9p1A9GJvpO4OqTyjSdwY1Qs0tEIiIiF6g/I97Zg8CERHRq0dkUL7bIVbf+oCrGIiIiEgTexCIiIi0EBmIIDIoxxBDOY7Vt1IVCEuWLCn1CceNG/fSyRAREVUpXMXwfIsWLSrVyUQiEQsEIiKiV0CpCoSkpKTKzoOIiKjq4STFssvPz0diYiIKCwsrMh8iIqIq4/Eyx/Js1VWZC4ScnBwMGTIEZmZmaNKkCW7evAmgeO7B3LlzKzxBIiIivXk8B6E8WzmEhYVBJBIhJCRE1SYIAmbOnAlnZ2eYmpqiQ4cOuHjxotpxCoUCY8eOhb29PczNzdGzZ0/cunWrTO9d5gJh6tSp+Pvvv3H06FGYmJio2oOCgvDjjz+W9XRERERUgtjYWKxZswZNmzZVa58/fz4WLlyIZcuWITY2FjKZDJ06dUJmZqYqJiQkBDt37sS2bdtw4sQJZGVloXv37lAqlaV+/zIXCLt27cKyZcvwxhtvqHWdNG7cGFevXi3r6YiIiKouEcrZg/Byb5uVlYUPPvgAa9euhY2NjapdEASEh4dj+vTpePvtt+Ht7Y3IyEjk5ORgy5YtAID09HSsW7cO3333HYKCguDr64vNmzfjwoULOHToUKlzKHOBcO/ePTg4OGi0Z2dnV+uxFiIiomeJRAbl3l7G6NGj0a1bNwQFBam1JyUlQS6Xo3Pnzqo2iUSCgIAAnDx5EgAQHx+PgoICtRhnZ2d4e3urYkqjzJm3bNkSv/32m+r146Jg7dq18Pf3L+vpiIiIXnkZGRlqm0Kh0Bq7bds2nDlzBmFhYRr75HI5AMDR0VGt3dHRUbVPLpdDLBar9Tw8G1MaZb6TYlhYGN566y1cunQJhYWFWLx4MS5evIiYmBhER0eX9XRERERVVwXdKMnFxUWtecaMGZg5c6ZGeHJyMj799FNERUWpzfPTPK16ToIgvLAXvzQxTytzD0KbNm3w559/IicnB/Xq1UNUVBQcHR0RExMDPz+/sp6OiIioynp8q+XybEDxF396erpqmzp1aonvFx8fj9TUVPj5+cHIyAhGRkaIjo7GkiVLYGRkpOo5eLYnIDU1VbVPJpMhPz8faWlpWmNK46WexeDj44PIyMiXOZSIiKjGsbKygpWV1QvjAgMDceHCBbW2jz76CI0aNcKUKVPg4eEBmUyGgwcPwtfXF0DxfYmio6Mxb948AICfnx+MjY1x8OBB9OnTBwCQkpKChIQEzJ8/v9Q5v1SBoFQqsXPnTly+fBkikQheXl7o1asXjIz47CciInqFlPtOikKZwi0tLeHt7a3WZm5uDjs7O1V7SEgIQkND4enpCU9PT4SGhsLMzAz9+/cHAEilUgwZMgQTJ06EnZ0dbG1tMWnSJPj4+GhMenyeMn+jJyQkoFevXpDL5WjYsCEA4N9//0WtWrWwe/du+Pj4lPWUREREVVMVfFjT5MmTkZubi1GjRiEtLQ2tWrVCVFQULC0tVTGLFi2CkZER+vTpg9zcXAQGBiIiIgKGhoalT10QhDKVN61bt4aDgwMiIyNVMyTT0tIwePBgpKamIiYmpiyn07mMjAxIpVI8+u8krCwt9J1OlSbcjtN3CtWCcv8yfadQLRgN26zvFKoHYzN9Z1DlZWRkwtrNB+np6aXqtn+59yj+rkj93AtWktJ/qWqcR6GEw9zLlZprZSlzD8Lff/+NuLg4teUTNjY2mDNnDlq2bFmhyREREemTCOV7noKoGj+tqcwDKw0bNsTdu3c12lNTU1G/fv0KSYqIiKhK0POzGPSpVD0IGRkZqv8PDQ3FuHHjMHPmTLRu3RoAcOrUKXz99deqGZRERESvBB1PUqxKSlUgWFtbq3WxCIKAPn36qNoeT2Po0aNHmR4EQURERFVTqQqEI0eOVHYeREREVY5IVM45CK/6EENAQEBl50FERFT1GIiKt/IcX0299J2NcnJycPPmTeTn56u1P/vcaiIiIqp+ylwg3Lt3Dx999BH2799f4n7OQSAioldFeR7ZXHx89Z2kWOZPHRISgrS0NJw6dQqmpqY4cOAAIiMj4enpid27d1dGjkRERPrBZY6ld/jwYfz6669o2bIlDAwM4Obmhk6dOsHKygphYWHo1q1bZeRJREREOlTmHoTs7Gw4ODgAAGxtbXHv3j0AxU94PHPmTMVmR0REpE/sQSi9hg0bIjExEXXr1kXz5s2xevVq1K1bF6tWrYKTk1Nl5PjKCO/bDenyFI32Fr3fQ7fxUzEr4LUSjwsa8Snavj+ostPTmxuX/8XJvVFISbqBrEfp6DN+JBq19FXtz8/Lwx9bd+Cf+HPIzcyGdS07vB78Jlp06qCKifxmAW5c/lftvE1at8A744bp6mNUKoOm3WHQtBtgVfwsd+HBDRSd/gHC9eLnZRiP/73E45TH1qIo/hcAgOG782Hg0kxtf1HiUSj3hVVi5vqXce8uDq0Mx5XTJ1CgUMDOxQ09P58F54aNNWL3fPs1zuz+BcFjP0PrPgP0kK1+xG7/AXE7tuBRyi0AgIOHJ9p/PBaebYpXsM1qXfJdcoPGTEHbD4fqLE99KP6OL88yxwpMRsfKXCCEhIQgJaX4S27GjBkIDg7GDz/8ALFYjIiIiIrO75UydPVmCE9N4kxNuopNE0eiSYdOAICJO6LU4v87/Sd2z/8ajQMCdZqnruUrFHB0q4PmAW3wc/gqjf2/b/oJ1y8l4v9GDYF1LTtcPX8J+zZsgaWNNRq2aK6Ke61jO3R4r6fqtZHYWBfp64SQdQ/KE+shPLoDADBo3AmGPWei8IfRwIMbKFjdTy1eVLclDDuPR9GVE2rtRRf2QXly45OGQkWl565PuZkZWD9qENx9W+KDb1fA3MYWD28nw8TCUiP2n2OHcfvSBVjaO+ghU/2ycpAhaPRnsK3jBgA499sObJs8AsM3/goHjwaY+Jv6Q/j+i4nG7jlT0bhjsD7SJR0pc4HwwQcfqP7f19cX169fxz///ANXV1fY29uX6VxhYWHYsWMH/vnnH5iamqJNmzaYN2+e6jHS2kRHR2PChAm4ePEinJ2dMXnyZIwYMaKsH0XnzK1t1F6f2LIBNrXrwK25HwDAwk79+iX+GQ133xawca6jsxz1wbO5Dzyba39M+K3/rqFZO3/UbVz898IvsD3O/HEMd67dUCsQjCViWFhLKztdvRCunVZ7XXQyAgbNukMkawThwQ0gJ01tv0E9fwjJfwPpcvXzFCg0Yl9lf/6wHlIHR/Sa9o2qzdqptkZcxr272Bceig+/W4Utk8foMsUqoWE79V9CAkdORNzOLbiVcA4OHg1gYVdLbX/isUNw92sNm9quukxTP8p9q+VyHKtn5c7czMwMr732WpmLA6D4i3706NE4deoUDh48iMLCQnTu3BnZ2dlaj0lKSkLXrl3Rrl07nD17FtOmTcO4ceOwffv28nwMnVMWFOD8wf3w7dKrxO6rrIcP8F/MCfh27a375KoY14b18e+Zv5HxMA2CICDp4j94IL+Lek3Vu4gv/Hka3w4bj5WfzUDUDz9DkZunp4wrmcgAogYBgJEEQsplzf1m1hC5v46iBM1hB4NGHWE04icYDVwDg3ZDAWNTHSSsP4knjsKpYRP8/OVEfNsjAKs/7oP43b+oxQhFRdg5exravD8YDu584FyRUomEg3tRkJsDFx9fjf1ZD+7jvz+PwrfHe3rITg84B+H5JkyYUOoTLly4sNSxBw4cUHu9YcMGODg4ID4+Hu3bty/xmFWrVsHV1RXh4eEAAC8vL8TFxWHBggV45513Sv3e+vbP8SPIy8pE8y49S9z/94E9EJuZwav9mzrOrOp5a1A/7Fm7CeFjpsDAsHhNco+hA+DayFMV49O2Faxr2cHCWorU5Ns4/ONO3L1xCwOmjddj5hXMri6M+oUDRmIgPxfKPV8DD29qhBk07gQU5EJ4dnjhnyNAhhxC9kOI7OrC8I2PIarlAeWOqTr6ALqXlnILcb/+BP8+A/DGgE9w+3ICDiyeByOxGM3eKv63d+KH9TAwNEKrdz94wdlebXevJGLd0PdQmK+A2NQMfeetRC13T424v/ftgNjcHF4dasbwAm+1/AJnz54t1cnKeyHS09MBFK+O0CYmJgadO3dWawsODsa6detQUFAAY2P1cWeFQgGF4sk469NPptSns/t2wfP1NrC0r1Xy/v274RPUBUYSiY4zq3pOHziM21euoe/E0bCuZYcbl//Fvg1bYGEthYdPcS/Ca2+2U8U7uNSGrcwR338xBylJN+Dk7qav1CtW2i0Ubh4FkYk5RPXfgGHwJBT+/JlGkWDQJBhFlw8DygK1diHhyc3NhAc3UPjoNow/WA6lQ30g9YpOPoKuCUVFcG7UBIHDPwUAODXwwr2kq4jb9ROavdUTdxIv4fQvP2D4uh+r9Q/yimDv5o4RG3cjLysTl44cwK6vP8PglVs0ioSze3+BT+ee/NlUA1SZhzUJgoAJEybgjTfegLe3t9Y4uVwOR0dHtTZHR0cUFhbi/v37GispwsLCMGvWrErJ+WU9kt/Btfi/0OebBSXuv/H3GTy4eR3vzpir48yqnoL8fBz+cSf6TBiJBr7Ft/F2dK2DuzduIea3g6oC4VlO7q4wMDTEQ3nqq1MgFBUC6XcgpAPC3f8gkjWEgW9vFP2xRBUiqu0Nka0Lin4LffH5Uq9AUBZAZF0bwitaIFja1UItNw+1Nns3d1yOPgQAuPl3PLLTHmLRu09+GxaUSkQt/w6nfv4BIT+r93K+ygyNxbB1qQsAcPbywZ1LF3Dqx0j0+Hy2KubGuVg8uHEN785erKcs9cDAoHgrz/HV1Es/i6GijRkzBufPn8eJEydeGPtspf/4cdMl/QYwdepUtSGSjIwMuLi4lDPb8jm3fzfMrW3RoPUbJe4/u+9XODX0gqx+Ax1nVvUUFSpRpFRq/NmKDEQQhCKtx927dQdFSuUrO2nxMZGheo+ZQZNgFN39F7h/7cUH27kVH5/9oJKy0z8Xn+Z4kHxdre1B8g1IZcW/SDQN7gGPFq3V9m+eOBJNg7ujeddeukqzihKgfOZZO2d3/wynRt6QeXrpKSc9KO88gmrcM1UlCoSxY8di9+7dOHbsGOrUef6MfZlMBrlcfWZ2amoqjIyMYGdnpxEvkUggqUJdYUJREc7t341mb3WHgZHm5VdkZ+HS0YPoPKr08z6qu/y8PDyU31O9fnTvPuTXk2FqYQapvR3cvBrg0JbtMBaLIbUvHmI4f/wUOn9YPEnq4d1UXPjzL3g294aZpQXu3UrBwR9+hqyuC1wavhqTzgzafgTheiyEzHuAsSkMGnaAqE5TKHd+8SRIbAZRg/YoOrZG8wRSJxg0ehPC9b8g5GZAZOsKw/bDINz9D8KdS7r7IDrWus8ArB85EMc3rkWTN4Nx+/IFnNnzC7p/NgMAYCa1hpnUWu0YAyMjWNjawd7VXQ8Z68cfKxegvn8ApA5OUORkI+HgXlw/cxofLFqvilFkZ+LS4f3oPO7VnbNC6vRaIAiCgLFjx2Lnzp04evQo3N1f/A/S398fe/bsUWuLiopCixYtNOYfVEXX4k8j/a4cvlp+O0n443cIAuAdWDMmAAHAnWs3sHH2d6rXUZt/BgA0a++PXiM+wjtjh+KPbTuxc/k65GZlQ2pvi459esMvqPgmLoZGRkhKuIy/DvyB/DwFrOxs4NncBwHv9IBBNe7ee5rIzBoGwZ8B5rZAfg6E+0lQ7vwCws0ndy8VNSy+HkX/lDAkqCyEyLU5DHx7A8YmQNZ9FCWdRlHMD8BzemKqu9pe3ug7ZxH+WLMY0ZGrYeNUG8FjJ6NpZ94S/mlZD+9j58xJyHqQComFJRzrNcIHi9ajXqsnvZwJB3+DIAjw7txDj5nqQQ1e5igSHvfP68GoUaOwZcsW/Prrr2r3PpBKpTA1LV5+NXXqVNy+fRsbNxbf3CUpKQne3t4YPnw4hg4dipiYGIwYMQJbt24t1SqGjIwMSKVSPPrvJKwsLSrng70ihNtx+k6hWlDuX6bvFKoFo2Gb9Z1C9WBspu8MqryMjExYu/kgPT0dVlZWlfQexd8VafPawcrk5X+XzsgrhM2U45Waa2XRa2mzcuVKpKeno0OHDnByclJtP/74oyomJSUFN28+maXt7u6Offv24ejRo2jevDm++eYbLFmypFotcSQiIqrqXqos2rRpE1atWoWkpCTExMTAzc0N4eHhcHd3R69epZ/YU5rOi5Ju3xwQEMAHQxERkQ6Uc4hBv7+Hl0uZM1+5ciUmTJiArl274tGjR1D+79kC1tbWqpsXERERvRJq8J0Uy1wgLF26FGvXrsX06dNhaGioam/RogUuXLhQockRERGRfpR5iCEpKQm+vpr355ZIJM99hgIREVG1U4NXMZQ5c3d3d5w7d06jff/+/WjcuOS72hEREVVLNXiIocw9CJ999hlGjx6NvLw8CIKAv/76C1u3bkVYWBi+//77ysiRiIhIP0SicvYg1KAC4aOPPkJhYSEmT56MnJwc9O/fH7Vr18bixYvRr1+/ysiRiIiIdOylljkOHToUQ4cOxf3791FUVAQHB4eKzouIiEj/+CyGl2Nvb19ReRAREVU9LBBKz93d/bnPTb92rRRPkSMiIqIqrcwFQkhIiNrrgoICnD17FgcOHMBnn31WUXkRERHpXw1e5ljmAuHTTz8tsX358uWIi+PDfYiI6BVSg4cYKqy06dKlC7Zv315RpyMiIiI9Ktckxaf98ssvsLW1rajTERER6R+HGErP19dXbZKiIAiQy+W4d+8eVqxYUaHJERER6VUNHmIoc4HQu3dvtdcGBgaoVasWOnTogEaNGlVUXkRERKRHZSoQCgsLUbduXQQHB0Mmk1VWTkRERFVDDR5iKFPmRkZGGDlyJBQKRWXlQ0REVHXU4Ic1lbm0adWqFc6ePVsZuRAREVUtj3sQyrNVU2XOfNSoUZg4cSKWLVuGmJgYnD9/Xm0jIiKil7Ny5Uo0bdoUVlZWsLKygr+/P/bv36/aLwgCZs6cCWdnZ5iamqJDhw64ePGi2jkUCgXGjh0Le3t7mJubo2fPnrh161aZcyl1gfDxxx8jIyMDffv2RVJSEsaNG4e2bduiefPm8PX1Vf2XiIjolaHjIYY6depg7ty5iIuLQ1xcHN5880306tVLVQTMnz8fCxcuxLJlyxAbGwuZTIZOnTohMzNTdY6QkBDs3LkT27Ztw4kTJ5CVlYXu3btDqVSW7aMLgiCUJtDQ0BApKSnIzc19bpybm1uZEtC1jIwMSKVSPPrvJKwsLfSdTpUm3OadMUtDuX+ZvlOoFoyGbdZ3CtWDsZm+M6jyMjIyYe3mg/T0dFhZWVXSexR/V6StehdWpsYvf57cAtiM+KVcudra2uLbb7/Fxx9/DGdnZ4SEhGDKlCkAinsLHB0dMW/ePAwfPhzp6emoVasWNm3ahL59+wIA7ty5AxcXF+zbtw/BwcGlft9Sr2J4XEdU9QKAiIioqsnIyFB7LZFIIJFInnuMUqnEzz//jOzsbPj7+yMpKQlyuRydO3dWO09AQABOnjyJ4cOHIz4+HgUFBWoxzs7O8Pb2xsmTJ8tUIJRpDsLznuJIRET0yqmgIQYXFxdIpVLVFhYWpvUtL1y4AAsLC0gkEowYMQI7d+5E48aNIZfLAQCOjo5q8Y6Ojqp9crkcYrEYNjY2WmNKq0z3QWjQoMELi4SHDx+WKQEiIqIqSyQq530Qir8zk5OT1YYYntd70LBhQ5w7dw6PHj3C9u3bMWjQIERHRz91SvXvYUEQXvjdXJqYZ5WpQJg1axakUmmZ3oCIiKime7wqoTTEYjHq168PAGjRogViY2OxePFi1bwDuVwOJycnVXxqaqqqV0EmkyE/Px9paWlqvQipqalo06ZNmXIuU4HQr18/ODg4lOkNiIiIqq/y3uyo/EPzgiBAoVDA3d0dMpkMBw8eVK0azM/PR3R0NObNmwcA8PPzg7GxMQ4ePIg+ffoAAFJSUpCQkID58+eX6X1LXSBw/gEREdU4Or7V8rRp09ClSxe4uLggMzMT27Ztw9GjR3HgwAGIRCKEhIQgNDQUnp6e8PT0RGhoKMzMzNC/f38AgFQqxZAhQzBx4kTY2dnB1tYWkyZNgo+PD4KCgsqUS5lXMRAREVHluHv3LgYMGICUlBRIpVI0bdoUBw4cQKdOnQAAkydPRm5uLkaNGoW0tDS0atUKUVFRsLS0VJ1j0aJFMDIyQp8+fZCbm4vAwEBERETA0NCwTLmU+j4IrwreB6H0eB+E0uF9EEqH90EoJd4H4YV0eh+E7/vDykz88ufJyYfNJ1sqNdfKUubHPRMREdUYNfhpjjW3QDA2B8TsQXguqYu+M6gWjD6J0HcK1UJ2WOcXBxHMZ/yp7xSqPl3OiSvvExmr8fy96lvaEBERUaWpuT0IREREL8IhBiIiItJgICreynN8NVV9SxsiIiKqNOxBICIi0qYGT1JkgUBERKRNDZ6DUH0zJyIiokrDHgQiIiJtOMRAREREGjjEQERERPQEexCIiIi0EYnK2YPAIQYiIqJXTw0eYmCBQEREpE0NnqRYfUsbIiIiqjTsQSAiItKGQwxERESkoQYXCNU3cyIiIqo07EEgIiLSpgZPUmSBQEREpA2HGIiIiIieYA8CERGRVuXsQajGv4ezQCAiItKGQwxERERET7AHgYiISBuuYiAiIiINNXiIgQUCERGRNjX4cc/Vt7QhIiKiSsMeBCIiIm0MDIq38hxfTbFAICIi0qYGT1KsvqUNERERVRr2IOjJ8chVOLxqIVr1GYS3xk+HsrAAh1eH48rJaKTdSYbEwhIeLfwRNGoSLGs56jvdSnUj4QJObv8FKVeuIOvhQ/T54ks08m8DAFAWFuLIxkhciYtDmjwFEnNzeDT3ReDgj2BpZ6c6R9bDhzi4fh2unT2L/Nwc2NWpgzf69EXjN9rp62NVqvC+3ZAuT9Fob9H7PXQbPxWzAl4r8bigEZ+i7fuDKju9KsG4/ceQdB6L/JM/IH/fAsDACOKgUTBs8AYMbOtAyMuC8upp5EctgZB5r8RzmAxcBqMGbZH7w3goLx/V7QfQoeMRK/HP0d9x/8Y1GEkkcPF5DUFjpsDezUMVk/XgPg4tn4erp08gLzMDbr4t0WXiDNi5uusxcx3gKgbSpduXzuPMrz/BsX5DVVtBXh7kiRfR/qNRcPRshLzMDBwIn4Otk0di2IYdesy28uXn5cHR3QPNgzrj59DZavsKFAqkXL2Kdu+/D0d3D+RlZeL3Naux7etZGLp4iSpu53cLoMjJRr+vZsDMygoXoo9i+7y5sHFyglO9+rr+SJVu6OrNEJRK1evUpKvYNHEkmnToBACYuCNKLf6/039i9/yv0TggUKd56otB7cYwbvk2lCn/Pmk0NoGBsxcKjq6FUv4vRCZWkHSbBJMPw5G78gONcxi3+QAQBB1mrT83zp5Gy3c/hHPjpigqVOLwqu+wedwgjNr2O8SmZhAEAT9OHgEDIyP0+3Y1JOYWiNmyDpvGDlTFvLJqcIGg18xXrlyJpk2bwsrKClZWVvD398f+/fufe0x0dDT8/PxgYmICDw8PrFq1SkfZVoz8nGzsmDkJPT7/BiaWUlW7iYUlBiyJQJOgrrB380Ad7+boMuFLpPyTgHT5HT1mXPk8W7TEmwMHwattW419JubmGDAnFE3atYd9nTqo08gLb40YiZQr/yE9NVUVd+ufy3i9R0/UbtgQNk5OaN/vfZiYm0N+5aouP4rOmFvbwMLOXrX9G3MMNrXrwK25HwCo7bOws0fin9Fw920BG+c6es5cB8SmMHkvFIpd3wB5GU/aFVnIixiJwoSDEO7fQNGtC1DsnQfD2o0hksrUTmEgawDjth9CsXOmbnPXkw8XR6B593fh4NEAsgZe6PXlPKTL7yDlnwQAwMPk67iVcBbdpnyN2o2bwt7NA90mf438nBwkRO3Rc/ZUWfRaINSpUwdz585FXFwc4uLi8Oabb6JXr164ePFiifFJSUno2rUr2rVrh7Nnz2LatGkYN24ctm/fruPMX96+BbPg2aYDPF7X/DJ8liIrExCJYGJppYPMqg9Fdk7xdbEwV7W5Nm6Ci8eOITczE0JRERKij6KwoABuTX30mKluKAsKcP7gfvh26QVRCROish4+wH8xJ+Dbtbfuk9MDSY+pKEw8DuXV0y+MFZlYQigqgpCX+aTR2AQmfcKg2DMPQtaDSsy06lJkFV8PU6viX2IK8/MBAEZiiSrGwNAQhsbGuPl3nO4T1KXHkxTLs1VTeh1i6NGjh9rrOXPmYOXKlTh16hSaNGmiEb9q1Sq4uroiPDwcAODl5YW4uDgsWLAA77zzji5SLpeEg3uRkngJQ9e/uKApVChwaOV38OncAxJzCx1kVz0U5ufjj4gN8AnoAInZkwLhnc+nYvvcMHzbrw8MDA1hLJGgzxdfwtbJWY/Z6sY/x48gLysTzbv0LHH/3wf2QGxmBq/2b+o4M90z8gmGgVMj5K76sBTBYog7j0Ph+f2AIlvVLOk6Ecqbf0P5z9HKS7QKEwQBvy8OhWuzFnCoVzwMal/XA1Kn2vhjxQJ0/3w2xKamiNmyHlkP7iHrfsnzN14ZNXiIocrMQVAqlfj555+RnZ0Nf3//EmNiYmLQuXNntbbg4GCsW7cOBQUFMDY21jhGoVBAoVCoXmdkZGjE6EL63RQcWDQHHy5eDyOJ5LmxysIC/PJVCISiInT7bKZuEqwGlIWF2D5vLgShCF1Hj1bbd2RjJHKzsvDhnFCYWUmReCoGv4SFYvD8b+FY99WeRHV23y54vt4Glva1St6/fzd8grq88O9ddSeSOkLc7TPkRYwCCvOfH2xgBJM+cwGRCIo9Yapmw0YBMHR/HTkr+lVytlXXvm9n4u6Vf/Dx6h9VbYZGxugTthy750zF/E6vQWRoCI+WbVDfP0CPmVJl03uBcOHCBfj7+yMvLw8WFhbYuXMnGjduXGKsXC6Ho6P6jH5HR0cUFhbi/v37cHJy0jgmLCwMs2bNqpTcyyLlnwRkpz3Amo/eVrUJSiVunIvFX9s344voBBgYGhYXB9M/xaM7tzBw2Ub2HvyPsrAQv8wNxaO7cgwInavWe/Aw5Q5i9+7BiBWr4ODmBgCQeXjgZkIC4vbuRbcxY/WVdqV7JL+Da/F/oc83C0rcf+PvM3hw8zrenTFXx5npnoGzFwws7GA68gdVm8jQCAZur8G4VV9kz2wFCEXFxUG/eRDZ1Ebu+mFqvQeGHi0hsq0D8+nH1M5t8v4CFN04i9x1Q3X2efRh34KZ+Pf4IQxevQ1Wjuo/T529fDBi817kZWVCWZAPcxs7fP/x23Bq9IoP47EHQX8aNmyIc+fO4dGjR9i+fTsGDRqE6OhorUXCs2Oswv9mGZc09goAU6dOxYQJE1SvMzIy4OLiUkHZl557C3+M3LxXre3XOZ/D3s0DbT8cplYcPLh1A4OWbYKZ1EbneVZFj4uDh3fuYGDYXJhZqc/JKPhfD9GzfwdEhgYQiop0lqc+nNu/G+bWtmjQ+o0S95/d9yucGnpBVr+BjjPTPeXVv5Cz5F21Nsnbs1B0PwkFxyLUiwM7V+SuGwbkpqvFFxzbgMK4nWptZuN+Qf6+71CYGF3ZH0FvBEHA/gWz8E90FAat+AE2ztp/RppYWAIAHtxMwp3LF9Bx2HhdpakfLBD0RywWo3794mVoLVq0QGxsLBYvXozVq1drxMpkMsjlcrW21NRUGBkZwe6pNfFPk0gkkFSBrlWJuQUc6qn/kDY2MYOplQ0c6jVAUWEhfp42DimJF/H+gtUQipTIelA8tmdqJYWhsVgfaetEfm4uHt55slLjkfwu5FevwtTSEpZ2dvg5dA7kV6+g34xZEJRFyHr4EABgamkJQ2Nj2Ndxga2zM35bthSdhnwCUytLJMbE4NrZs3h/xkw9farKJxQV4dz+3Wj2VncYGGn+U1ZkZ+HS0YPoPGpCCUe/gvJzUJT6zKqVglwIOenF7QaGMHn/Wxg4N0Lepk8hMjAALIp/bgi56YCyEELWgxInJhalp0BIe3VXE+37dgYu/L5btYTx8c8eibkljE1MAAAX/9gHc2tbSGXOuHslEQcWfYNG7TuhXutX814jKjX4Top6LxCeJQiC2pyBp/n7+2PPHvUlNVFRUWjRokWJ8w+qk4x7ciQe/wMAsHpgL7V9g5ZvQt3XWukjLZ24899/2Dh1iup11PdrAADNAoMQ8MGH+Pf0KQDAmrHq8w4Ghs1D3aZNYWhkhPdnfo0/IjZg29czkZ+bC1tnZ/SeMBGeLV/X2efQtWvxp5F+Vw7frr1K3J/wx+8QBMA7MFjHmVVNIisHGHl1AACYjflRbV/uuk+gTIrXQ1ZVQ9z24mGZyJH91dp7fTkPzbsX98pk3U9FVPgcZD18AEv7Wmja5f8QMGSMznN91YWFhWHHjh34559/YGpqijZt2mDevHlo2PDJfXMEQcCsWbOwZs0apKWloVWrVli+fLna5H6FQoFJkyZh69atyM3NRWBgIFasWIE6dUq/1FkkCPq7E8i0adPQpUsXuLi4IDMzE9u2bcPcuXNx4MABdOrUCVOnTsXt27exceNGAMXLHL29vTF8+HAMHToUMTExGDFiBLZu3VrqVQwZGRmQSqV4dP1vWFlZVubHq/aEh6/mPQQqmsji1b7TZUXJntdV3ylUC+Yz/tR3ClVeRkYmrF29kZ6eDiurylkG/vi7Iu3gPFiZm778ebJzYdNpSqlzfeutt9CvXz+0bNkShYWFmD59Oi5cuIBLly7B3Lx47tW8efMwZ84cREREoEGDBpg9ezaOHTuGxMREWFoWf6+NHDkSe/bsQUREBOzs7DBx4kQ8fPgQ8fHxMDQ0LFXueu1BuHv3LgYMGICUlBRIpVI0bdpUVRwAQEpKCm7evKmKd3d3x759+zB+/HgsX74czs7OWLJkSbVY4khERNWQjucgHDhwQO31hg0b4ODggPj4eLRv3x6CICA8PBzTp0/H228XT3qPjIyEo6MjtmzZguHDhyM9PR3r1q3Dpk2bEBQUBADYvHkzXFxccOjQIQQHl65XUa8Fwrp16567PyIiQqMtICAAZ86cqaSMiIiIKt6zS+xLOz8uPb14Iq2trS2A4p50uVyutuRfIpEgICAAJ0+exPDhwxEfH4+CggK1GGdnZ3h7e+PkyZOlLhCq7/RKIiKiylZBd1J0cXGBVCpVbWFhYS944+K5BhMmTMAbb7wBb29vAFBN1C9pyf/jfXK5HGKxGDY2NlpjSqPKTVIkIiKqOso5xPC/38OTk5PV5iCUpvdgzJgxOH/+PE6cOKGxr6Ql/9qW+5cl5mnsQSAiIqpkjx9K+Hh7UYEwduxY7N69G0eOHFFbeSCTFT9YrKQl/497FWQyGfLz85GWlqY1pjRYIBAREWnzeJJiebYyEAQBY8aMwY4dO3D48GG4u6vfKt7d3R0ymQwHDx5UteXn5yM6Ohpt2rQBAPj5+cHY2FgtJiUlBQkJCaqY0uAQAxERkTY6XsUwevRobNmyBb/++issLS1VPQVSqRSmpqYQiUQICQlBaGgoPD094enpidDQUJiZmaF///6q2CFDhmDixImws7ODra0tJk2aBB8fH9WqhtJggUBERFRFrFy5EgDQoUMHtfYNGzZg8ODBAIDJkycjNzcXo0aNUt0oKSoqSnUPBABYtGgRjIyM0KdPH9WNkiIiIkp9DwSABQIREZF2BqLirTzHl0Fp7l0oEokwc+ZMzJw5U2uMiYkJli5diqVLl5bp/Z/GAoGIiEgbPqyJiIiINNTgAqH6Zk5ERESVhj0IRERE2tTgHgQWCERERNo8dbvklz6+mqq+pQ0RERFVGvYgEBERPVf17QUoDxYIRERE2tTgOQjVN3MiIiKqNOxBICIi0qYGT1JkgUBERKSVAcrX2V59O+qrb+ZERERUadiDQEREpA2HGIiIiEgDCwQiIiLSxDkIRERERCrsQSAiItKGQwxERESkoQYXCBxiICIiIg3sQSAiItKq5k5SZIFARESkDYcYiIiIiJ5gDwIREZE2NfhxzzW3QCjKB5QKfWdBrwBBma/vFKoF8y+O6DuFakFYP0DfKVR5Ql6hDt9N9L+tPMdXT9W3tCEiIqJKU3N7EIiIiF6kBk9SZIFARESklaic8whYIBAREb1yRCIRROXoBSjPsfrGOQhERESkgT0IREREWvFOikRERPSsGjxJsfqWNkRERFRp2INARESkTQ3uQWCBQEREpFXNnYNQfTMnIiKiSsMeBCIiIm04xEBEREQaanCBwCEGIiIi0sAeBCIiIq1q7iRFFghERETa1OAhBhYIRERE2ogMyvc0x3I9CVK/qm/mREREr6Bjx46hR48ecHZ2hkgkwq5du9T2C4KAmTNnwtnZGaampujQoQMuXryoFqNQKDB27FjY29vD3NwcPXv2xK1bt8qUBwsEIiIirUQVsJVNdnY2mjVrhmXLlpW4f/78+Vi4cCGWLVuG2NhYyGQydOrUCZmZmaqYkJAQ7Ny5E9u2bcOJEyeQlZWF7t27Q6lUljoPDjEQERFpo4c5CF26dEGXLl1K3CcIAsLDwzF9+nS8/fbbAIDIyEg4Ojpiy5YtGD58ONLT07Fu3Tps2rQJQUFBAIDNmzfDxcUFhw4dQnBwcKnyYA8CERFRJcvIyFDbFArFS50nKSkJcrkcnTt3VrVJJBIEBATg5MmTAID4+HgUFBSoxTg7O8Pb21sVUxosEIiIiLQRiZ5MVHyprbgHwcXFBVKpVLWFhYW9VDpyuRwA4OjoqNbu6Oio2ieXyyEWi2FjY6M1pjQ4xEBERKRNBQ0xJCcnw8rKStUskUjKmZZ6ToIgaLQ9qzQxT2MPAhERUSWzsrJS2162QJDJZACg0ROQmpqq6lWQyWTIz89HWlqa1pjSYIFARESkle5XMTyPu7s7ZDIZDh48qGrLz89HdHQ02rRpAwDw8/ODsbGxWkxKSgoSEhJUMaXBIQYiIiJt9HCjpKysLFy5ckX1OikpCefOnYOtrS1cXV0REhKC0NBQeHp6wtPTE6GhoTAzM0P//v0BAFKpFEOGDMHEiRNhZ2cHW1tbTJo0CT4+PqpVDaXBAoGIiKgKiYuLQ8eOHVWvJ0yYAAAYNGgQIiIiMHnyZOTm5mLUqFFIS0tDq1atEBUVBUtLS9UxixYtgpGREfr06YPc3FwEBgYiIiIChoaGpc5DJAiCUHEfq+rLyMiAVCrFo2uxsLK00Hc6VZqQXra7btVYpjYvjiGITKT6TqFaECKH6DuFKi8jrxA2004iPT1dbeJfhb7H4++KxOPl+q7IyMyCdcN2lZprZWEPAhERkTZ8WBMRERFpKu9EQxYIVAoZ9+7i0MpFuHLqBAoUCti5uKHn57Pg3KgJAOBy9CHE//oz7iReQm76Iwzf8DNkno30nHXlu5FwASe3/4KUK1eQ9fAh+nzxJRr5F8+0VRYW4sjGSFyJi0OaPAUSc3N4NPdF4OCPYGlnpzpH1sOHOLh+Ha6dPYv83BzY1amDN/r0ReM32unrY1U6RU42jq5fg39ORCP7URpk9RsgeMx41G7UWCN278K5OLN3FzqPCkHrd/vpIVv9OPr9MkSvX67WZm5rj0l7jwMoXhcevW454nf/hLyMDNRu0hRdJ34JBw9PfaSrM3EX5Yi7JMejzOK7+dWyMUV7Pxd4uhYPl/165D/8/e89tWNqO1hgyP81Vb0uVBbhYMx1JFy9j8LCIrjXlqLrGx6wsijf+n6qOqpMgRAWFoZp06bh008/RXh4uNa46OhoTJgwARcvXoSzszMmT56MESNG6C7Rl5SbkY71IwfC/bWW+GDBSpjb2OLh7WSYWD4Zk8rPzYWLT3M07tgZe+bN1F+yOpaflwdHdw80D+qMn0Nnq+0rUCiQcvUq2r3/PhzdPZCXlYnf16zGtq9nYejiJaq4nd8tgCInG/2+mgEzKytciD6K7fPmwsbJCU716uv6I+nEngWhuJd0Db2nzoClvT3OHzyAzZ+Nxcj1W2FVy0EV98+JaNy+fBGWdrX0mK3+1HKvj4FL1qteiwyeTNL6c/P3iNkWgd5fhMLOpS6ORazCppAhGLN1PyTm5vpIVycszcUIbOUGWysTAMDf/6bix9//wbB3msHB1gwAUM/FGr06PPm3Y2ig/pvw7yeT8O+NNLwT2ACmJkY4GHMdWw9cxtC3m8HAoPr+1qyhBg8xVIn7IMTGxmLNmjVo2rTpc+OSkpLQtWtXtGvXDmfPnsW0adMwbtw4bN++XUeZvrw/f1gPqYMMvabNRu3GPrB2qg2PFq1hW9tFFdPsrR4I+GgkPFq01mOmuufZoiXeHDgIXm3bauwzMTfHgDmhaNKuPezr1EGdRl54a8RIpFz5D+mpqaq4W/9cxus9eqJ2w4awcXJC+37vw8TcHPIrV3X5UXSmQJGHy8eOInD4GLg184VtbRd0GDwU1jJnxO3eoYrLuJeK/UsW4P+mzYKBUelnL79KDIyMYGFXS7WZ29gCKO49OP3TRrQbNBxeHTrDoV4D9P5yLgry8nDh4F49Z125Gta1haerDeysTWFnbYo3X3eD2NgQt1OfPA3QyNAAFmZi1WZqYqzal6coxNl/UtG5dV141LGGk70F/u/NBkh9mINrtx/p4RNRZdB7gZCVlYUPPvgAa9eu1bhv9LNWrVoFV1dXhIeHw8vLC5988gk+/vhjLFiwQEfZvrzEP4/CqVFj/PzFBHzbPQCrP3oP8bt/0Xda1ZIiOwcQiWBi8eQ3PNfGTXDx2DHkZmZCKCpCQvRRFBYUwK2pjx4zrTxFSiWEIiWMxGK1diOJBMkJfwMAhKIi7AqbhTZ9P4SDu4c+0qwSHibfwHc922PxO0H45csJSLudDAB4dOcWsh7cR73XnxSmRmIx6jZviVsXzuorXZ0rKhKQcOU+CgqUqOP4ZJnc9TvpWBD5F5ZtO4M90VeQnZuv2pdyPxtFRQI8XKxVbZbmYjjYmOGWPBP0atD7EMPo0aPRrVs3BAUFYfbs2c+NjYmJUXs6FQAEBwdj3bp1KCgogLGxsZYj9S/tzi3E7foJ/n0H4o2BQ3H70gUcCJ8LI2MxmnXpqe/0qo3C/Hz8EbEBPgEdIDF7UiC88/lUbJ8bhm/79YGBoSGMJRL0+eJL2Do56zHbyiMxM0edxj44vmk9arnWhbmNLRIOR+H25Yuw+1+v1J/bNsHA0BCvv91Hz9nqT+0mTdH7y7mwc62L7If3cSxiFdYN749RP+xG1sP7AAALW3u1Y8xt7ZAuv6OPdHXq7oNsrN91AYXKIoiNDdEnuBFq2RQPL9R3sYGXhx2sLSVIy1DgaNxNbNxzEUPfaQYjQwNk5eTD0EAEU4n6V4i5mTGycgv08XEqTw0eYtBrgbBt2zacOXMGsbGxpYqXy+UlPsGqsLAQ9+/fh5OTk8YxCoVC7bGaGRkZ5Uv6JQlFRXBu1ASBwz8FADg18MK961cRt+tHFgilpCwsxPZ5cyEIReg6erTaviMbI5GblYUP54TCzEqKxFMx+CUsFIPnfwvHuu56yrhy9Z46A7u/nYNFfXpAZGAIJ8+G8AnsjJT/EnHn339wevuPGLY6skwPZ3nVePq3f/KiXgPU8W6OJe8F4+99v6KOd7Pi9mcujyAI1fqHemnZW5ti+LvNkJevxOVrD/Drkf8wqKc3atmYoUn9J0WTg605nGtZYPGWePx3Iw1eHnZazykI1XnOvjZcxaBzycnJ+PTTTxEVFQUTE5NSH1fSE6xKan8sLCwMs2bNevlEK4ilXS3UqltPrc3ezQOXjx7SU0bVi7KwEL/MDcWju3IMCJ2r1nvwMOUOYvfuwYgVq+Dg5gYAkHl44GZCAuL27kW3MWP1lXalsq1dB4PDVyI/NxeKnGxY2tnjl6+nw1rmjJvnzyH7URrC+/VWxQtFShxctQSnt2/Dp1t36S1vfRKbmsGxnice3LqORu0DAQBZD+7D0v7JpM6ctIewsNX+JfiqMDQ0gK3UFADgXMsCd+5l4fSFFHRvX08j1tJcDGsLCR5m5AIALMzEUBYJyFUUqvUi5OQWwOWpYQqq3vRWIMTHxyM1NRV+fn6qNqVSiWPHjmHZsmVQKBQat4SUyWQlPsHKyMgIdnYl/4OeOnWq6jaVQHEPgouLS4mxlcnFpzke3Lyu1vYg+TqkMs1eD1L3uDh4eOcOBobNhdkzdyMr+F8P0bNFosjQAEJRkc7y1BexqSnEpqbIzczA1djTCBo+Bl7tOsLDr6Va3A+TQ+DT6S00f6u7njLVv8L8fNy7fg2uzfxg7VwHFnb2uBZ7Ek4Ni5eGKgvycf1cLIJGTdRzpronCIBSWfK/l5y8AqRnK2BhVjznxcneHAYGIly79QhN6hX3NmRm5yM1LQeBrd10lrNOcIhB9wIDA3HhwgW1to8++giNGjXClClTSrxftL+/P/bs2aPWFhUVhRYtWmidfyCRSMr93O2K0LrvQKwfMQDHN65FkzeDcfvSBZzZvR3dJ3+lisnNSEf63RRk3i+enX//fwWFha09LOzsSzrtKyE/NxcP7zwZ830kvwv51aswtbSEpZ0dfg6dA/nVK+g3YxYEZRGyHj4EAJhaWsLQ2Bj2dVxg6+yM35YtRachn8DUyhKJMTG4dvYs3p8xU0+fqvJdiT0FCALsXNzw8HYyDq1eBjsXVzR/qzsMjYxgJlW/tbGBkSEsbO1g7/qK/QB/jqil89HgjQ6QOjojO+0BjkesgiI7C8269IZIJEKrPgNxfOMa2Lq4wa6OG45vXANjExP4dHq1i6g/Tt9AfVcbSC3EUOQrcfHqfdxISUf/ro2RX6DE0bhkeLnbwdLcGI8yFTj8102YmRijUd3iX8RMJEbwbeSAgzHXYSox+t8yxxtwsDWDR21r/X64CschBp2ztLSEt7e3Wpu5uTns7OxU7VOnTsXt27exceNGAMCIESOwbNkyTJgwAUOHDkVMTAzWrVuHrVu36jz/sqrt5Y2+oeH4Y3U4oiNWwcapNoLHTUbTzk9+ECWeOIJfQ79Uvd4+4zMAQMBHI9FhyCid56wrd/77DxunTlG9jvp+DQCgWWAQAj74EP+ePgUAWDNWfd7BwLB5qNu0KQyNjPD+zK/xR8QGbPt6JvJzc2Hr7IzeEybCs+XrOvscuqbIzsLhtSuRcT8VppZW8GrXER2HjIChkd7nHlcZGalybJ8xCTmPHsHc2gZ1vJvhk7XbYO1UGwDQ9sNPUKhQYN+Cr5GbmYE6jZtiwKLvX+l7IABAdm4Bdh3+D1k5+ZCIDeFoZ47+XRujXh1rFBQqkfowB+f/TUVevhKWZsao6yzFO0ENIBE/+cUt2N8dBiIRth/6FwXKIrg7S9Gro9erdQ+EGq5KPaypQ4cOaN68uepGSYMHD8b169dx9OhRVUx0dDTGjx+vulHSlClTynSjJD6sqfT4sKZS4sOaSoUPayodPqzpxXT6sKZyfldkZGbB2qMlH9ZUXk8XAgAQERGhERMQEIAzZ87oJiEiIqrhOMRAREREz6rBkxT1fidFIiIiqnrYg0BERKQVhxiIiIioJNV4mKA8OMRAREREGtiDQEREpFXNHWJgDwIRERFpYIFAREREGjjEQEREpIVIJCrXI9Or8+PWWSAQERFpxTkIRERERCrsQSAiItKmBt9qmQUCERGRVjV3iIEFAhERkTY1uAeBcxCIiIhIA3sQiIiItOIQAxERET2LQwxERERET7AHgYiISCsOMRAREdGzOMRARERE9AR7EIiIiLTiEAMRERE9q+bWBxxiICIiIk3sQSAiItKq5nYhsEAgIiLSpgavYmCBQEREpFXN7UHgHAQiIiLSwB4EIiIibTjEQERERJpq7hBDjSsQBEEAAGRkZuk5k6pPyMzWdwrVQ6GxvjOoFkT5HNEsDSGvUN8pVHkZ/7tGj3+eV+p7ZWbq9Xh9qnEFQub//rBcm3XUcyZERFQemZmZkEqllXJusVgMmUwGlwbNyn0umUwGsVhcAVnplkjQRQlWhRQVFeHOnTuwtLSEqIqMDWVkZMDFxQXJycmwsrLSdzpVFq9T6fA6lQ6vU+lUxeskCAIyMzPh7OwMA4PK65nKy8tDfn5+uc8jFothYmJSARnpVo3rQTAwMECdOnX0nUaJrKysqsw/wKqM16l0eJ1Kh9epdKradaqsnoOnmZiYVMsv9orCQUEiIiLSwAKBiIiINLBAqAIkEglmzJgBiUSi71SqNF6n0uF1Kh1ep9Lhdaq5atwkRSIiInox9iAQERGRBhYIREREpIEFAhEREWlggUBEREQaWCDoyIoVK+Du7g4TExP4+fnh+PHjz42Pjo6Gn58fTExM4OHhgVWrVukoU/05duwYevToAWdnZ4hEIuzateuFx9S06xQWFoaWLVvC0tISDg4O6N27NxITE194XE27TitXrkTTpk1VN/fx9/fH/v37n3tMTbtGJQkLC4NIJEJISMhz43itagiBKt22bdsEY2NjYe3atcKlS5eETz/9VDA3Nxdu3LhRYvy1a9cEMzMz4dNPPxUuXbokrF27VjA2NhZ++eUXHWeuW/v27ROmT58ubN++XQAg7Ny587nxNfE6BQcHCxs2bBASEhKEc+fOCd26dRNcXV2FrKwsrcfUxOu0e/du4bfffhMSExOFxMREYdq0aYKxsbGQkJBQYnxNvEbP+uuvv4S6desKTZs2FT799FOtcbxWNQcLBB14/fXXhREjRqi1NWrUSPj8889LjJ88ebLQqFEjtbbhw4cLrVu3rrQcq5rSFAi8ToKQmpoqABCio6O1xvA6FbOxsRG+//77EvfV9GuUmZkpeHp6CgcPHhQCAgKeWyDU9GtVk3CIoZLl5+cjPj4enTt3Vmvv3LkzTp48WeIxMTExGvHBwcGIi4tDQUFBpeVa3fA6Aenp6QAAW1tbrTE1/ToplUps27YN2dnZ8Pf3LzGmpl+j0aNHo1u3bggKCnphbE2/VjUJC4RKdv/+fSiVSjg6Oqq1Ozo6Qi6Xl3iMXC4vMb6wsBD379+vtFyrm5p+nQRBwIQJE/DGG2/A29tba1xNvU4XLlyAhYUFJBIJRowYgZ07d6Jx48YlxtbUawQA27Ztw5kzZxAWFlaq+Jp8rWqaGvc0R3159tHSgiA893HTJcWX1F7T1eTrNGbMGJw/fx4nTpx4YWxNvE4NGzbEuXPn8OjRI2zfvh2DBg1CdHS01iKhJl6j5ORkfPrpp4iKiirTUwtr4rWqiVggVDJ7e3sYGhpq9BakpqZqVOGPyWSyEuONjIxgZ2dXablWNzX5Oo0dOxa7d+/GsWPHXvj48pp6ncRiMerXrw8AaNGiBWJjY7F48WKsXr1aI7amXqP4+HikpqbCz89P1aZUKnHs2DEsW7YMCoUChoaGasfU1GtVE3GIoZKJxWL4+fnh4MGDau0HDx5EmzZtSjzG399fIz4qKgotWrSAsbFxpeVa3dTE6yQIAsaMGYMdO3bg8OHDcHd3f+ExNfE6lUQQBCgUihL31dRrFBgYiAsXLuDcuXOqrUWLFvjggw9w7tw5jeIAqLnXqkbS2/TIGuTxMsd169YJly5dEkJCQgRzc3Ph+vXrgiAIwueffy4MGDBAFf94GdH48eOFS5cuCevWrasRy4gyMzOFs2fPCmfPnhUACAsXLhTOnj2rWg7K6yQII0eOFKRSqXD06FEhJSVFteXk5KhieJ0EYerUqcKxY8eEpKQk4fz588K0adMEAwMDISoqShAEXqPneXYVA69VzcUCQUeWL18uuLm5CWKxWHjttdfUlqUNGjRICAgIUIs/evSo4OvrK4jFYqFu3brCypUrdZyx7h05ckQAoLENGjRIEAReJ0EQSrw+AIQNGzaoYnidBOHjjz9W/XurVauWEBgYqCoOBIHX6HmeLRB4rWouPu6ZiIiINHAOAhEREWlggUBEREQaWCAQERGRBhYIREREpIEFAhEREWlggUBEREQaWCAQERGRBhYIRHowc+ZMNG/eXPV68ODB6N27t87zuH79OkQiEc6dO6c1pm7duggPDy/1OSMiImBtbV3u3EQiEXbt2lXu8xDRy2GBQPQ/gwcPhkgkgkgkgrGxMTw8PDBp0iRkZ2dX+nsvXrwYERERpYotzZc6EVF58WmORE956623sGHDBhQUFOD48eP45JNPkJ2djZUrV2rEFhQUVNjDaaRSaYWch4ioorAHgegpEokEMpkMLi4u6N+/Pz744ANVN/fjYYH169fDw8MDEokEgiAgPT0dw4YNg4ODA6ysrPDmm2/i77//Vjvv3Llz4ejoCEtLSwwZMgR5eXlq+58dYigqKsK8efNQv359SCQSuLq6Ys6cOQCgeoKjr68vRCIROnTooDpuw4YN8PLygomJCRo1aoQVK1aovc9ff/0FX19fmJiYoEWLFjh79myZr9HChQvh4+MDc3NzuLi4YNSoUcjKytKI27VrFxo0aAATExN06tQJycnJavv37NkDPz8/mJiYwMPDA7NmzUJhYWGZ8yGiysECgeg5TE1NUVBQoHp95coV/PTTT9i+fbuqi79bt26Qy+XYt28f4uPj8dprryEwMBAPHz4EAPz000+YMWMG5syZg7i4ODg5OWl8cT9r6tSpmDdvHr788ktcunQJW7ZsgaOjI4DiL3kAOHToEFJSUrBjxw4AwNq1azF9+nTMmTMHly9fRmhoKL788ktERkYCALKzs9G9e3c0bNgQ8fHxmDlzJiZNmlTma2JgYIAlS5YgISEBkZGROHz4MCZPnqwWk5OTgzlz5iAyMhJ//vknMjIy0K9fP9X+33//HR9++CHGjRuHS5cuYfXq1YiIiFAVQURUBej5YVFEVcagQYOEXr16qV6fPn1asLOzE/r06SMIgiDMmDFDMDY2FlJTU1Uxf/zxh2BlZSXk5eWpnatevXrC6tWrBUEQBH9/f2HEiBFq+1u1aiU0a9asxPfOyMgQJBKJsHbt2hLzTEpKEgAIZ8+eVWt3cXERtmzZotb2zTffCP7+/oIgCMLq1asFW1tbITs7W7V/5cqVJZ7raW5ubsKiRYu07v/pp58EOzs71esNGzYIAIRTp06p2i5fviwAEE6fPi0IgiC0a9dOCA0NVTvPpk2bBCcnJ9VrAMLOnTu1vi8RVS7OQSB6yt69e2FhYYHCwkIUFBSgV69eWLp0qWq/m5sbatWqpXodHx+PrKws2NnZqZ0nNzcXV69eBQBcvnwZI0aMUNvv7++PI0eOlJjD5cuXoVAoEBgYWOq87927h+TkZAwZMgRDhw5VtRcWFqrmN1y+fBnNmjWDmZmZWh5ldeTIEYSGhuLSpUvIyMhAYWEh8vLykJ2dDXNzcwCAkZERWrRooTqmUaNGsLa2xuXLl/H6668jPj4esbGxaj0GSqUSeXl5yMnJUcuRiPSDBQLRUzp27IiVK1fC2NgYzs7OGpMQH38BPlZUVAQnJyccPXpU41wvu9TP1NS0zMcUFRUBKB5maNWqldo+Q0NDAIBQAU92v3HjBrp27YoRI0bgm2++ga2tLU6cOIEhQ4aoDcUAxcsUn/W4raioCLNmzcLbb7+tEWNiYlLuPImo/FggED3F3Nwc9evXL3X8a6+9BrlcDiMjI9StW7fEGC8vL5w6dQoDBw5UtZ06dUrrOT09PWFqaoo//vgDn3zyicZ+sVgMoPg37sccHR1Ru3ZtXLt2DR988EGJ523cuDE2bdqE3NxcVRHyvDxKEhcXh8LCQnz33XcwMCiewvTTTz9pxBUWFiIuLg6vv/46ACAxMRGPHj1Co0aNABRft8TExDJdayLSLRYIROUQFBQEf39/9O7dG/PmzUPDhg1x584d7Nu3D71790aLFi3w6aefYtCgQWjRogXeeOMN/PDDD7h48SI8PDxKPKeJiQmmTJmCyZMnQywWo23btrh37x4uXryIIUOGwMHBAaampjhw4ADq1KkDExMTSKVSzJw5E+PGjYOVlRW6dOkChUKBuLg4pKWlYcKECejfvz+mT5+OIUOG4IsvvsD169exYMGCMn3eevXqobCwEEuXLkWPHj3w559/YtWqVRpxxsbGGDt2LJYsWQJjY2OMGTMGrVu3VhUMX331Fbp37w4XFxe89957MDAwwPnz53HhwgXMnj277H8QRFThuIqBqBxEIhH27duH9u3b4+OPP0aDBg3Qr18/XL9+XbXqoG/fvvjqq68wZcoU+Pn54caNGxg5cuRzz/vll19i4sSJ+Oqrr+Dl5YW+ffsiNTUVQPH4/pIlS7B69Wo4OzujV69eAIBPPvkE33//PSIiIuDj44OAgABERESolkVaWFhgz549uHTpEnx9fTF9+nTMmzevTJ+3efPmWLhwIebNmwdvb2/88MMPCAsL04gzMzPDlClT0L9/f/j7+8PU1BTbtm1T7Q8ODsbevXtx8OBBtGzZEq1bt8bChQvh5uZWpnyIqPKIhIoYmCQiIqJXCnsQiIiISAMLBCIiItLAAoGIiIg0sEAgIiIiDSwQiIiISAMLBCIiItLAAoGIiIg0sEAgIiIiDSwQiIiISAMLBCIiItLAAoGIiIg0sEAgIiIiDf8PSqzDbeTi3FQAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from Models import * \n", "%matplotlib inline\n", "X_smote, y_smote,df1 = smoteadoptionspeed(table_X,table_y,features)\n", "Ourknn(X_smote, y_smote,3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Suport Vector Machine (SVM)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The linear model used was the Suppor Vector Machine due to being a better model when dealing with multiclass classification. It was also used the smote method.\n", "Below it can be observed the accuracies for the train and test set, the accuracy obtained with cross-validation and some of the coefficients and intercept obtained.\n" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.346\n", "Fold: 2, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.357\n", "Fold: 3, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.333\n", "Fold: 4, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.360\n", "Fold: 5, Class dist.: [ 316 2439 3221 2515 2980], Acc: 0.344\n", "Fold: 6, Class dist.: [ 316 2440 3221 2515 2979], Acc: 0.353\n", "Fold: 7, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.358\n", "Fold: 8, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.363\n", "Fold: 9, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.356\n", "Fold: 10, Class dist.: [ 315 2440 3222 2515 2980], Acc: 0.340\n", "\n", "CV accuracy: 0.351 +/- 0.009\n", "Training set score (Accuracy) = 0.34721205146981904\n", "Test set score (Accuracy) = 0.35707561970505175\n", "------------------------------------------------------------------------------------------\n", "LinearSVC coefficients and intercept:\n", "Coeficients (w) =\n", " [[ 7.83809898e-06 8.33508544e-06 -2.87790682e-04 -3.26342841e-06\n", " 8.20653586e-06 1.08270637e-05 -3.60710476e-06 1.00720256e-05\n", " 4.25356570e-06 5.35123525e-06 4.19781688e-06 5.09375045e-07\n", " -8.05500142e-06 -3.74462946e-05 -2.09434799e-05 -3.17319348e-05]\n", " [ 2.56615961e-05 -2.63347940e-04 -1.13213616e-03 -1.91031185e-05\n", " 4.51061832e-05 3.95016127e-05 -1.10863363e-05 2.16473154e-05\n", " 2.24342478e-05 1.18687157e-05 2.14380418e-05 -1.23812142e-06\n", " -4.36277045e-05 2.42666816e-05 -6.41633510e-06 -4.47705804e-05]\n", " [-2.28606850e-07 -1.51550734e-04 1.47097558e-04 -9.75704454e-06\n", " -1.95939254e-06 6.05786823e-06 5.74039267e-06 -2.74652539e-08\n", " 3.65764078e-06 -5.14964913e-06 1.54960199e-06 -1.44156682e-06\n", " -6.04014490e-06 -4.86031022e-05 -1.15380660e-05 4.45133056e-05]\n", " [-2.76209581e-05 -1.27473557e-04 -5.19431452e-04 2.00894240e-05\n", " -2.54542662e-05 -8.30633723e-06 1.08882801e-05 -1.66911920e-05\n", " -2.54914157e-05 -2.66017420e-05 -2.20940019e-05 -4.97987744e-07\n", " -1.15622954e-05 -2.39747800e-04 -1.00676790e-05 3.50999656e-04]\n", " [-1.88852723e-03 5.30655156e-02 2.29272028e-03 5.26858619e-03\n", " -7.80421841e-03 -5.24509489e-03 -1.59007336e-03 -3.59996356e-03\n", " -1.11900935e-03 2.59163550e-03 -3.95055723e-04 5.67413469e-04\n", " 1.50875301e-02 -1.29181731e-06 -2.98093268e-05 -2.38886120e-02]]\n", "Intercept (b) = [-3.44259016e-09 -4.34800533e-09 3.71453007e-09 3.12048471e-08\n", " -4.27018836e-06]\n" ] } ], "source": [ "from Models import *\n", "svm(table_X,table_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Random Forest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Random Forest was another tree model that was implemented, and also another example where the smote method didn't bring any advantages.\n", "Below it can be observed a representation of the confusion matrix obtained, the accuracies for both the train set and the test set and the accuracy after performing the Cross-Validation\n" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.5467099068940265\n", "Accuracy on test set: 0.36774395983683716\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.369\n", "Fold: 2, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.373\n", "Fold: 3, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.365\n", "Fold: 4, Class dist.: [ 316 2440 3221 2514 2980], Acc: 0.378\n", "Fold: 5, Class dist.: [ 316 2439 3221 2515 2980], Acc: 0.374\n", "Fold: 6, Class dist.: [ 316 2440 3221 2515 2979], Acc: 0.387\n", "Fold: 7, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.363\n", "Fold: 8, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.370\n", "Fold: 9, Class dist.: [ 316 2440 3221 2515 2980], Acc: 0.367\n", "Fold: 10, Class dist.: [ 315 2440 3222 2515 2980], Acc: 0.341\n", "\n", "CV accuracy: 0.369 +/- 0.011\n" ] } ], "source": [ "from Models import *\n", "RandomF(table_X,table_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train specialized models for cats and dogs\n", "## Adoption Speed " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dogs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Tree Model" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.3840255591054313\n", "Accuracy on test set: 0.34099616858237547\n", "Fold: 1, Class dist.: [ 201 1404 1581 1081 1367], Acc: 0.360\n", "Fold: 2, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.356\n", "Fold: 3, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.356\n", "Fold: 4, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.358\n", "Fold: 5, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.366\n", "Fold: 6, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.347\n", "Fold: 7, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.329\n", "Fold: 8, Class dist.: [ 201 1404 1582 1082 1366], Acc: 0.359\n", "Fold: 9, Class dist.: [ 201 1404 1582 1082 1366], Acc: 0.364\n", "Fold: 10, Class dist.: [ 201 1404 1582 1081 1367], Acc: 0.296\n", "\n", "CV accuracy: 0.349 +/- 0.020\n" ] }, { "data": { "image/png": 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29nZ8Ph8pKSkUFBSQmJj4uSpgSZIkSbNkoCFJkvQQ0zSNa9euMT09TVpaGkVFRV/ohljTNJqbm6mrq2PFihXk5OSgftHRkIecEIJwOMzAwABtbW1MTk6SkJBAQUEBqampv7buiCRJkvTxZKAhSZL0ENM0jQsXLvDjH/+Y3/zN38RqtWIwGEhMTCQajTI+Po7dbp+dRvUxN8dCCCYnJzlz5gwul4uqqiqMRqO8kb5lLodkdHSUtrY2hoeHsdls5Ofnk5mZiclkksdKkiTpE8iqU5IkSQ8xVVVZvnw5p0+fxmw28+GHHzIzM0N1dTV1dXU0NjZis9n44z/+Y8xmc+x9QggikQi1tbUMDAywbt06EhMT5U3zr1AUBb1eT2pqKikpKbHArL29nbq6OgwGAzk5OeTk5GCz2eTxkyRJ+ggZaEiSJD0C5qo0ZWVl0dXVxdWrVzGbzej1epKSkm67ARZC0NfXR01NDUVFRezfv1/mINyBueTwhIQEXC4XlZWVeDweOjs7OX78OJqmkZmZSX5+PvHx8fM69UzTNCKRCDBbUniuuhfw2E5xkyTpwSenTkmSJD3kNE1jeHgYh8MRWwhvfHycxMREJicnMZvNJCcnA7PJ3ufOnSMajbJu3Tr5FH4ezF1GA4FALJk8EAjEksndbvddB3JtbW389V//NdnZ2Xzzm9/EarVy/fp19Ho9S5cuRafTxdqh0+nmZb8kSZLulgw0JEmSHgOaptHU1ERDQwOVlZVkZ2fLAOMemUsm7+/vp729nampqVgyeUpKyhdKJr958yY//elP2bFjB36/nzNnzpCfn4/RaKS9vZ3q6mq6uroQQvDSSy/dNk1OkiRpocipU5IkSY8wIQQTExOcPXsWt9vN/v37Y1NvpHtDURSMRiO5ubnk5OQQjUYZGRmhra2NixcvEhcXF0smNxqNsfd8lrS0NHJycjh+/DhCCLq6uigrK8PtdtPU1MTFixdnV2SfmCAtLe1e76YkSdJnkoGGJEnSI2RupW5VVYlEIly5coWhoSHWrVuH2+2WAcZ9NpdMnpaWRmpqaizwa2tr4+bNmxgMhlhAYrVaY+/5VQkJCWzYsIH8/PzYyEVCQgLZ2dl4vV4KCgrIz88nFAqRmJh4v3dTkiTpY8mpU5IkSY8IIQTBYJA/+7M/Y8uWLYyNjbFo0SIWL14s5+0/gIQQzMzM0NHRQU9PD5qmkZWVRX5+Pna7Xa5MLknSQ08GGpIkSY+IaDTKX/7lX/If/sN/YPPmzbzyyis4nU55s/oQEELg9/vp7u6ms7OTYDAYSyZPSEiQVcEkSXooyUBDkqTHxtzaEYODg3i93oVuzry7du0a//bf/lv0ej3r1q3jX/2rf4XD4fj4FysKToeDpKQkeRP7gBFCEAqFYsnk09PTuN1uCgoKSE5Ovi2ZfO4S/tH/FkIwNjbG+Ng4QmgLth/3l0KcPY7U1NRYqWdJkhaeDDQkSXosCCHo7e2lpqaG1PQ07Hb7Qjdp3nm9XlRFwWg0odN/xlQpIRgbG2dqaopNGzfKkY8H1NzK5MPDw7S2tjI+Ph5LJs/IyIjleZSVlaEoCl6vl+MfHEMfUEh2JaOqj8d3KgRMe6cZ8Y2xbut6UlNTZX+WpAeADDQkSXrkCSEYHh7m7Lmz7Ni5E4vFMi83IadOneLG9euUlpYhEGzcuDG23Wg0yuDgIBkZGbE2tDQ3Mz4xwerVq2/7/JHhYeLsdiwWS6w0qsFgwO/zc+jQe+Tl51NRUcGFCxe4cvky+594guzs7LtuvxCC8fFxThw/zt49e2PJyNKDaS7Rfy6ZvK+vj7//+7+nrq6OP/3TP+WZZ57h8DvvsyKnnPSUtHtyoz3tmeHE+ZPs3bL7E/N+hBCEIxH0Oh1TM9P8/O1XKcgtYPv6rdTWXeX85Qvs3rKL/Oy8eW2bEAKvz8uRi8fY8sR23G73vG5fkqTPT1adkiTpsXCh5gKbt2yZ15vphvoGqqurOXbsOB3t7YyMjLBx40ZOnDiBzWrjF6++yu//we9TX9/A9h3buVBTg8/rxWQy0dbaitPlYmxsjJs3brJq9Sq2b9vOtWvX8Hg8bNy0kevXr+FKSODC+QuUlpbS3NxMamoq8fb4eWn/3CrXKyoruXz5MuvXr5dPgR9giqKg0+lITEzE7XYzNTXFX/zFX6DX6/nzP/9zbly/wQtbnrlnQYYQgmv112ntbKN3sI/Onk7aujpYVlJGW2c7G1avx+Vwcr3hBlMz02xYVc3w6DCRaIT05Nlyuy3trSS5k3DYP2FK311QFAWb1cb6Zeu4cPo8e57cK/uzJC0wdaEbIEmSdK8Fg0FAIT5+fm7Q5wSCAV5//Q2ysrNwJbgIBYP8/JVXSElJ4fLlyxQUFnL69GkWL1nMz1/5ORfOn6eurp73Dr6HLS6O8+fOMT01jRCCRcWLCEfCTE9PYTDMzsGfmZkhweUiEokQjUZJT08n3uHg5MkT87YPiqKQmZnJ2NgYcoD74aEoCna7nTfffJMrV65w/PhxVleuoiin4J7dXEe1KEdOH2V0fJQ3D71Ne3cHIPirH/4NF2prePfoe0SjUaZmpm/lkagYjUYWFy7mZM0pQuEQKUnJJCa4OX5u/vrwRymKgtuZQHDaTzQavSefIUnSnZMjGpIkPfKi0Sh6/fwniKalpvLiiy/icrmYGB8nJTWVxMQkrl29Sn5+PoODA2Rn53Dq5Ens9nh+71/+S+x2O3/9V39NWloa6RkZJCUloagKg0ODWK0WGhoaEEKwctUqSpYu5bVf/IKMzExu3LiBqqq0tLSwdu3aed0PVVWRIcbDR6fT4XK5Yv9t0BvQ6+7dZX18coLNazayvHQ5R04dZWR8hOb2FtZUrmFicoLlpRXMeD00tjYSjkSoKluB1WyhvbuDlMQUrjfcRFV1NLY2UlVeec/aCaAq6q3fvbzNkaSFJHM0JEl65Hm9Xk6cPMHuPXvmdbvhcDhW4SYcDseqN0UiEfR6PdFoFJ1ORzgcRq/Xx+a0B4NBDAYD0Wg0tlaCEAJVVfH7/SiKEpviFQqFYtvS6/WEw2GMRuO8Bk2apnHg7QM89eSTqKoc6H5YHfjl22wt3YDJZLon29c0DYFAVVQ8Xg8/e/MVotEoX3vmK5hMJowG42yZ3mAABWZzoVBiv5OoFkWv++c+POdejMC8e/oQu1/Yd8+OhSRJd0aG+pIkSV+QwWCI/f9zN05CCIxGI40NDaSlp+NwONA0jbq6OsrLywFiNz+qqnLyxEk6Ozt49rnnmJyc5NVXXwUB6enpDA4O8LWvf53k5ORYkCJvnKT7LfY8UlG4fO0yVeWVxNni2LxuE3FW2205Q4qioNfpeOPQW7gcLnZu3M7Zy+epuXqRorxCdm7cTs3Vi2xeu4mzl86xdFEJznjnwuyYJEn3nAw0JEmS5okQgrNnz3L50iUCgQBZWVlMTU2xZMkSAsEgpaWlvPLyy/T197Nz504WL15MY2MjJSVLqKurY9WqVbzwwgs0NjTS1NRIbm6urAQlLbhQOMRbhw/Q3deDM97BjcabCAG5mdnkZecxPjnBj3/5U1RV4RvPf53+wQESnC76Bvvx+LxUr1yLXq8nMcHNifMnuVp3ndzMXF4/9Ba5Wbky0JCkR5gcI5ckSZon4XCY2tpaVqxYQU1NDY2NjZSVl3Py5Em6OjsBCIXDhIJBtKg2u7gaAqPJRDgUQlEUbly/zrJl5ZQsXYrT5aKmpmZhd0p67HX39czmf+j1XGu4Qf/QAMmJSZy9fJ6p6anZBQbDIYKh0OyimNEIer0BRVHQolE0TdA30MfU9BQnL5ymrrme//NPf8P45DjN7c0LvXuSJN1DckRDkiRpnuj1ejLSM3j//fdJS0snJyeXpKQkMjOzcLsTUFWVr3/96wgh0Ol0qKpKWloaly9dZuPGjXR2dqIJQYLbjRCCttY29u7bu9C7JT3mUpJSOHrmQ5rbm8nPzic1KYWUxGSy0jKx2Wy4XQn8wbf/FTD7GzDoDZy/cgGX00VrVxsZqRmkJCVTumgpCc4Ejp87we7NOzlx/hR5WbkLu3OSJN1TMtCQJEmaRwJBamoav/O7v0tKSgqqqlJQUADMzl//aF6HEIInnngilgguhCA7OxtFUdi2bRvRaDT2dyHEbUmzcn0A6X4RmoYQsHH1Bp7Z9dRsH1Zg5bKq2Gs+2q9tVhvf/spvxv5bURRSEpNRFIX8nHzyc/JRgK88/WVURf21ssqyb0vSo0MGGpIkSV/A3CrNc4HAnCeffDJWSQpmK/XU19UT1aKUl5fHKkzNBRcAQhNExWyFqra2Nt595x02bd5MQ0MDfp+P4kWLaKivZ9v27fT392OPs1OxvGIhdlt6DHy0b2tCYI+z852v/CYoCuqtfi3E7P+6UFtDSlIKuVm5qLf6NswGC5oQCE1DURRUVeV6ww1OXzxL2eJSWjpaSExIZP+2vbxz9CCb125kYnKSzt4uNq/duIB7L0nSfJKBhiRJ0hcwNDTEP/7jP7Js2TL6+/rweDzExzsIBALExdkIBIJEIpFbVagMJCcnU3PhAklJSUxOThEMBnnpGy/R1NjIe++9R0ZmJi+99BIul4uCgkKGh4bYvm07p0+f5tSpU2zdupXD779PXJyd1LTUhd596RHW0dPJz9/+Basqqmhsa55di0IIItEo9jg7IJiYmsSg06MJwaKCYg6f+IDcrFw6e7uwmi185akvc/7KBU5fPENxfjHP7X2GtOQ0ntyxn5MXTlNVXsm5y+e50XiT0zVnKF9SxodnjmMwyNsSSXqUyGRwSZKkL0Cn6oi32xkeGmJqaoqGhka6u7tZUbkCg8HA5OQkAwMDbN22ldortTQ3N3Ox5iJnz56Lra0RCARQVBW93oD+VvnaUChExfIKunt66OvrIz0jnS2bt9DS0oLFYqWwqBAFObVEund0Oh1xtjj6hgYIBANcq7vG8NgIJUVLSExw09vfx8TkBOuq1nK94QZX665xs7meM5fOYjGZ8QX8hCOz68ro9YZYaWZVVWloaWDTmg04HU40Ifi7n/w93f09/MX3/5IbjTe5fKOWUDi0wEdAkqT5Ih8dSJIkfQFmixmzxYLD4SQUDrN8+XKcLidJSUkIIYiLi+Ps2XOcO3eOZ597DofDQWpaGsnJybcW5vOh1+upqKigoqIitt1IJMKRDz6gvKycgwcPYrVaWFFZid/nY+/effj8PuLi4hZux6VHXpzVhtFoxO104fV5WVG2Akd8PKnJKYTDYYLBIOcun+d64w2e3fM0acmpXLlZS2FOAZPTU4xOjKKqKtUr11G9cl1suxdqa7haf41QOITP7ycvK5evPv1lTtecYXnpcoKhIB3dHRj0hk9pnSRJDxO5MrgkSY+8z1oZXNM0NE2bnSLyGTRNIxQKYTKZ0KIaqk4lFAphMBhmV04WIradgwcPsnXr1thK3pFIBIPBEFsp/KO5HHOJ39FoNLaNue0qihKbMz8nGonMzplXVSKRCKo62w5VVTGZTCiKQjQaja1CPpcbMrfdudwSo9EoVwZ/RHzayuCxsrM6/WcmWwshCIaCwGx/n3uPqqqzeRuaxqHjh9mzZVcs1yiqRdGpul/rp+FIhEgkjNlkjvXxuW2oqhrrl3OfNVcq12gwotPNbm9uREQIEevrc9tAgWAwhKoqgILp1m9NrgwuSQ8GOaIhSdJjZS6omLvBCYfD9Pb20tHeztZt22IBRzgcxmg0IoTA7/cjhMBqtdLc3MyBt99m95493Lhxg2Xlyzh27BgpKSlMTU0SjWq8+JUXcTgcrFu3jn/64Q9JSk7GYDAwODjIsmXLOH/uHAWFhezbtw+AYDDIP/3wh+x/4gmOHjnC1PQ05WVlXLt+nUXFxRgMBoSArdu2AuCZmeHll1/BZDbhdDjp6OwgKzOT1rY2FOAP/82/QafTceXyZQ4efI+t27bS0d7O9PQ0RUXFNDc3EwoFMZvN/Ivf+70F/Dake+GjQUUkGpldswX42Zsv8/Vnvjp7g6+qRCORWMAbCAaJRiOxFe7/+//+HywtLqGts52MtAyCoSB2WxxfeerLqKrK3q27aWxtoqOnk5LiJRw9fYxn9zzFT15/me99/Tu3+qzgZ2++wsTkOLtulbNNdidRtngpF2ov8tJzX4u1edozzWvvvk52RjYXr17k6V1P4XK6OHb2OF99+kUABoYHeevwAeLj7Dyz+yl++sYrrFxWyRvvv83igmIaW5v4T7///0avk7c2kvSgkL9GSZIeK4FAgNOnTmGPj6e/r4+amossWlTM4NAQOr2e9rZ2MjLSuXmzjiee2E9aejr/9+/+jmg0ym99+9sEA0EWLV6MFtUYHxsjOyebL33pS7zzzgG8Xi+gEA6HAZiYmMBqtdLa0kIkEmVF5Qrqbtaxbt06mpr+eaGyUCjE9PQ0Y2NjRCJRFi1ahKKqPPfcc5w7ew6bzYrP74+9vqW1lbGxUbKzc6iuriYjM4NoNEpBQQFGozH2RHl0dBSHIx6TycRTTz/NieMnyMvPY0nJEs6cPs3IyMh9PfbS/XP87AkK8wq5Vn+d+uYG4u12pmam+dEvf0J2RjaqonK1/hqFuQU8uWM/bxx6i7auNrau20zVskqc8U5efPJLHDn9IWWLS5mYmuDk+VOxQHx8cpxzV86j180G5eOTY7f+7ziC2REKIQQznhnscXau1V8nEPCjqirhcISxifFYW8ORCGcunqWnvxeb1YYj3kEgGODMxbMMDA/GSjsHAn6i0QiT01Ocv3KB1q42cjNzsNviyEzNoKe/F+QcDUl6oMgxckmSHisWiwW/309LcwvhcJi4uDja2tqIRiIMDQ3R39/PyZMnGRkZoa29HVVVcTgcOBzO2BQOgMysTFRVh9/v5/z581StXIler8dqszI9Nbtassvlwmg0oao6lpQsYWR4BL1ej8PhZGZmhpmZGQDsdjtudyIG/exTYJ/PhxbVuHTxEhs2biAzKwsFhUAggBACk8nE4iVLmJmZobWtldGRUUpKSqirrycvP59gcHbaS0ZmJjt37qK2tparV6+SlJSEwWDg2tVrrFm7dkGOv3R/ZKZn8tbhA7hdbgwGPc3tLQghGJsYp2+wn2sN1+nq7aKhpRFN04iz2XDGOzGZzLFteLwepqansFqsCG12mt3I+ChCCI6fP8m1+utcqK0h2Z2EXqcnyZ2E1WIlEokSjswG28tKyihbXEprZxtlS8oYGhkiNTkVnU5HMBRE0zTaOtv48MxxrtZdw2a1sXntJv7+5R9w7vJ5Ll27HPvMaa8Hl8PF2MQYbx1+h8aWRiamJ9i9eSd1LfWzU6kkSXqgyBENSZIeK4qiUFlVxdTUFNFolEg0SkJCAoluNz29vSxbtoySpSVcvHiR1atXEx8fz3e/973Y+3t7egj4/ZjNZpYvr6Czs5P29jZQYNGixYQjYZqamsjIzMRqtWI2m9i4cQNWm42GhgY2btzIuXPnWLmyivPnzrFj504URaGsrJTUtFQKCguYmppC06K0t7djsVooKysDASdPnGTr1q0UFRXR3dVNWXkZ7e3tjI6MkpqWSn5ePgCnT59m+/btpKWmcez4MdZXr+fEieOoqkpPr5uB/n6CwSDRqLwxexQpikJBTj4rSitYWryErt4uFhUswmaxoepUhkeH2bjqCa7UXaUotxCdTseTO/bH3h8MBQmFQwSCAZYULcZsMtPV101RXiHX6q+RvGE7T+14gvVV6+ju78FisVBVXgnAqooqBoZnq1WVFC3B7XTT3NHCd7/2bc7X1rC2cg02q5UVpRXU3rxKcX4RiwqK+e///r9w9tJ5CvMKuHClhv/4L/8Ihz2e2rqr1N68yvb1WynKLaCzp5PtG7ZRWbacc5fPs6RoCadrzlBdtY63P3hnoQ65JEmfQCaDS5L0yPusZPDPY2BggBPHj/PCl7502wjHnI/mdNhstk/cjhCCQCCAxWK57W9zieZCCGZmZjCZTLF584FAALPZ/KnJvJqmEQqGMFvMn/gagBs3btDf18+u3btkMvgj4tOSwT+PSDTCK2+9yu4tu0h0uWN/F0Iw7ZnBYjLH+uTHCYfDoBCrHjU3hcpisaK/leDt8XowGAyYTeZP7XNCCALBAGbTp/f7odFhjp4+xpeffAGdqspkcEl6QMgriiRJ0ueQlpbGi1/5yicGGT6fD5/Px09+8hO8Xi9TU1NEIhHGxm7NYR8fJxSaXSfAMzNDf39/LDC5cP48L7/8MgB9fX380w//iVd//vPYHHWLxfKZFYNUVf3MIAOgrKyMXbt3fYEjID3q9Do9X3/2q7cFGZqmMTUzRV1THRevX2ZiaoJAMIDP72dqeopQKMT45HisctTo+BhDo8Nomkb/UD//9NpPePvwAQCOnzvBj1//KTeb6j4zsFUUBYv5s/t9SmIyX336y+hubS8a1WILZkqStHDk1ClJkqR5MjMzw4/+6Ue4E91MTk7y4x/9iPr6etZVV1NfV8eyZRXU1Fxgz969VFdX84tf/IKRkRFeeOEFlpSUEO9wEAwEAGhqbGJd9TrOnT1HIBDAarUu8N5Jj7Nr9dc5e/k8Op2O+Dg7h08ewW6zoWkCq8WCXqdnYmqSbzz/dTQtyj+99hOsFivf+/p3SHYns35VNfXN9QghaGht5Lk9z3Dw2CFWVayc97YKIZienubQoUOYTCZSUlLIzMzE7XbHSj1LknR/yBENSZIeeTqdLrY+xb3k9Xoxm00UFRWhRaOMjY0TjWq4XC7sdjt+v5/MzCy6OjtRFIX0jAxyc3Ox2mwoikJiYiKKouD3+4mzxzHQ34/BaMBguLcLmGmaJtcafwSoOpWIFr0n2x4YHmRJ4WJcDhcTU5OYjSYGh4dYXLiIyakpUpJSEAhGx0cxGU3kZGSTlZaJqqqMjI8SjUaY8XoYnxzH5XDR2tVOYkLiPWkrgMPp4Mknn2Tr1q243W5aWlo4ePAg7777LhcvXmRwcJBQKCRHPCTpHpM5GpIkPfKEELx94ACbN2/GHm+/Z5+jaRrnz52bLTGr0+H1eAgGg+Tm5dFQX8/S0lIaGxspLCykqKjo156s+nw+OtrbSUhIQBOChvp6MrOyZsvd3qOnsEIIenp66OroZOPGjfJp70Psau1VGAmztKhk3r9Hj9fDyQunyUhNx2wy09rVRoLDhc1qY2h0mLysXBrbmtiwqhqH3XHbe4OhIGcvnSM7I5tgKIjD7uBa/XXWVa3BGe+c13YCjE9OcLGzlr1P7Ysdh7lbHb/fz9DQED09PYyPj6PT6UhJSSErK0uOeEjSPSADDUmSHnlCCAYHB6mpqWHHrp2xlbMfd0IIpqamOHrkKHt27yYuLm6hmyTdhVAoxIHX3mZ1USUpicmPXR8XQuAP+Pmg5kM27d2KO9H9icfgo4HH4OAgPT09TExMoNPpSE1NvW2qFfDYHUtJmi8y0JAk6bEghKCrq4tLly+TlZWF0+nk0+YLCSHQNO1jk77ng6ZpC1rhSWiC4ZFhRkdG2bRxIwkJCfJm6iEnhMDr9fLh+0exRk2kJabes/77aW0QQtz3vi2EYHxqgoHpIdZsWUdGRsbn6s+fZ8QDZOAhSXdKBhqSJD025srH9vX3MTM984mvGRgY4PLly1RWVpKenj7v7YhEIpw7d471GzYsWG6EoigkJCSQmpqKXi/rgjxKNE1jeGiYkZERovcoZ+OTjAyPMDw8zNLSpff1cxUUHE4H6enp8zL96ZMCD71eT3Jysgw8JOkOyUBDkiQJYutWXLhwASEEa9aswW6335MbiHA4zHvvvccTTzwhb1CkR0pvby+9vb2sWbNmoZsy7+bWyBkaGqK3t5fx8XFUVZUjHpL0KeRjLEmSHmtCCMLhMLW1tQwMDLBy5UrS09PljYIkSbdRFAWr1UpeXh65ubnAP494tLS0cOHChY8d8ZDnEulxJgMNSZIeW5qm0drayo0bN1i8eDFPPPHEfZ/TLknSw2cuePho4CGEIBAIMDQ0RGtrKxcuXIjleGRmZpKYmCgDD+mxIwMNSZIeO0IIhoeHuXDhAm63m3379slKVJIkfWGKonzqiEdbWxsXL15Ep9PJHA/psSIDDUmSHhtzVXlqamoIBoNs2LABp9MpL/KSJM2rjxvxgNnAY3h4+LYRj7nAQ454SI8iGWhIkvTIE0IQiUS4ceMGXV1dVFZWkpWVJS/okiTdFx8NPHJzc8nJyQE+ecRjbh0Po9Eoz1PSQ00GGpIkPdI0TaOzs5Pa2loKCwtjeRgLdfEWQhCNRtE0LVZCU95ISI+CubVn5v5nIdeJedB90ojHXI5HW1sbNTU1vzbVSgYe0sNGlreVJOmRJIRgfHyc8+fPExcXx8qVK7FYLAt+kQ4Gg/zxH/8xZ86c4atf/Srf+9735A2Z9Ejo6+vjD//wDxkfH+c//sf/yObNmxe6SQ+tuVuzucBjbh0PVVVl4CE9VOSIhiRJj5S5WvcXL15kZmaGNWvW4Ha7H5iLscFgiC3Y993vfveBaZck3S2n00lPTw+NjY2kpKQsdHMeanPnBYvFcttUq08b8ZjL8fjo+yVpoclAQ5Kkh9pHB2Wj0Sj19fW0trZSUVFBbm7uAzdaoKoqTz/9NG+99RZbtmyRNwTSI8NqtfLkk0/idDopKChY6OY8Uu4k8Lh48WJsxGOunK7RaLzt/ZJ0v8mpU5IkPbSEEAwNDXH06FGqq6upra0lOzub8vJy9Hr9r11chRCMjIzQ3NyMP+CHBTr7eb1e3njjDb7y1a+gUxdm3Q5FUbDb7SxZsuSerYAu3X9CCKanp2loaMAz40Hc507e2tpKW1sbu3btuq+fC2AymigsKiQtLe2x7M8fXcfjo1OtkpKSyMrKIikp6a5HPObycNrb2unp6CYSjsznLjzQVFUlMTWRxSVLZDn0z0EGGpIkPZSEEMzMzPDd736XQ4cO8Wd/9md87Wtfw2azfewFQNM0Ll26xMjoKMuWLcNqs971hUIIgRAitp3P2t5HT7eRSCR20b+T9yiKctvnzUfbJyYmuHb1KmWlZRQWFsoL50NOCEFzUzP1dfVUlC+bl9LNn6dggUAgtNkbUb3+0ydMzPVjAQihoXB3fVoAAb+fG3U3sVjNrKuufuwX3/xo4NHb28vY2NhdjXgIIQgGg3xw4H1ckTgK0vPQ677YxBhxa3vKx3y2AO60J3zWaz/673dbfEMTgsGxIZrG2tn8xFaSkpLkOfMOyKlTkiR9rLlcB7/Pv9BN+ViRaIT/+T//J2+99Rb5+fkYDIZPDDKEEDQ3N+P1+9i1e9e8Tad68403qKurp7i4GCE0nn/hhVhAEIlEaGhooLy8PHZTVVNTw/DwMPv37//nGy0haG1tJSUlhfj4eIQQTE1NER8fj8/n47VfvEZqaiq7du/i8PvvU1tby5dffJH8/Py7br/D4SAjI4P3Dx3C6XSSlJQ0D0dFWihDQ0M0Nzaxb8/eOwpiP0sgEODgewcZGh5m6+YtFBUVxX5fH+2/AB2dHYRCISYnJ0lLTYtN7fnotqLRKDabjaGhIS5evsQT+/YzPj7OX/3NX7Fk8RKee/a5u7txczhISUnh4qWLXLt2jeXLlz/WN4KKosSmWn105fLh4WE6Ojq4dOnSbSMeHxd4/OqDjmPvf8hiez7ZqXdXHvyDcx9y4VoN+Vl5fHn386iqikAQiUR598R7PL3tidjnz332R9vUO9TH+NQE055pNlRWx14TjoTxBwPE2+ycqT1HXWs9ezbsIsmVyP/52d+S4k7mq/tfRP8Fg1Cn3UFmcjofHviQJ772NGaz+Qsfg8eFDDQkSfo1fr+fUweOMXV+EEvAuNDN+ViRaISlYxn8xZ7/ii7DzKLsIqLR6Mc+SdU0jfqGevbs3TuvORvDw8Ps2buHkydO0NzcwujYGNu3b+fYhx9iMpl5//1DfOc736GhoZHdu3fR2NBAJBLhw6NHaW5uwWazMjk5SWdnJ+s3bGDbtm2cOnkSp9PJ6jVruH79Ol6vl3AkDEB//wCZmZnYbLZ5ab+iKBiNRtZVV3Pl0mV27tz5WN+YPcyEENReqaV6XfW8BBkAtVdrSU1JZeeOnfzoxz/iSu0VlixZwujoKDdu3iQzI4Pevl6MRhM9PT1YrRZ8Pj8ej4fv/vZvMzIyQvW6aq7UXmFicpLlyyqw2Wz09PbQ1NTEE/v2MzY+jslkIjU17babyS9KURRWLF/BgYPvUFZWNm/H4lEwF3jk5OSQk5Nz24hHR0cHly9fRlGU2wKP/v5+Ghoa2L59O1OTUyjjEbKX3/0aREOjQ+Rn5rE4bxGHTh9GUVQGR4coyimgvbcDgPq2Bk5ePkNOWhaNHc3kpueQlpRKzY1LHD1/nEV5RRj0BnoGe3lxzwvcbK2nb6ifkoLFxNvs5GbkYLfZae/pwGKyoGka6clpdzxa8knHMM4ax6LEAupv1rGiqvKujsPjQAYakiTdJhQK8e7/fYPi9mSq4lajWO/8tDwwM0yCxYlJbyQQCTLpnybVfvtTciEE/TNDzAQ9FLnz0akqwUiImZCHqKYx4h0jzZ7MzaEmshzp5Cdkf/IHJt2aMywEDW+2cmzqCNue2flrwUQwFMJoNMWe1s2XUCjE8WPHWbV6FT6fj9TUVN458A7V1es4cuQIFRUVNDQ0sGXrVn75y1/S29uLTqejs7OTHTt3cu7cOdLT0hkbG6eiogKj0UhySgpjY2NomkYkHKawqJD2tnZCoRDFxcXYbFZOnzrFc88/P2/74XQ68fn983KjJy2MuZtGh8Mxv9tlNg/KbLHQ1dWFy+Wip7eXaDTCyVOnSEtLIyM9g+HhYYoKi2hsamTd2h00t7Tg8XgwGAykJKcwNTWFz+dDURQWFS/i3LlzCCGwWixs3rSZ2qu1LK+omJcgWqfTEWeLw+fzzfvxeJR8dMTjo8nlcyMeNTU1HDt2jB/84Ad87Wtf49lnniXFkTxP5wgFvV6PEILugV40oTE2Oc7u9Ts4f/0ikWiEA8ffY3xqnMb2Jrat2UJjexP9wwNsXrWRM7XnqCxZTiQaZWhsmFAkjNuZwOjEKB6fB5jNqRidGGXtstUEQkHWV66jvaeDsclxkt1ffPRWURQyktK42H9jHo7Do08GGpIkxQghqD17maxWB5nxd5ZQKYRg0DNM79QAE4Fp0u0phKIhkmxuxn2TJNncXOy7ijfkozRlEU6zgw9aT2LQGbAaLGQ60jjSdorJwBT+cBCnJZ7zPZdRFJWM+NTPvPlVFAWdorDUUcS5D6/Ss7ybnPzc29uoaajq3ec1/KriRYtYuXIldrud4aEhMjIyyM7OpvbKFVauWkVfbx/FxcWcOH6CkqVL+Y1vfQub1cb3v/8PJCcns6h4Ea4EFw5HPAMDA+j1ek4cP4HFYmbz5s0sX7GCN994kyUlS7h29Romk4krV66wfceOed0PGVw8/O7F4o/LK5bzzsF3OX3mDFWVlaSmpNLW3k5Bfj4ej4eyslJcrgQy0tMxm82Mjo6yYvkKAoEAcXFxOG5NBTxz7ix9fX0kJycDoNfrycvLo7+/n/HxcRoaG8nLzcNiscxLuxVFQf3ItC7ps320qlVOTg7Z2dmz392ZM+Tk5NDY2Mg//fCH/P4zvzsvn5edlklxbhEJDhd1rfXM+Dwsyi3CYrYQjUb5q5/9HdXL13Kj5Sb5mXkkuRKJRCLYrDYOHD/IorxiAsEABdn52G1xqIrKlbpamjpbWFVWhRCC904dZnhsBFVRcTlc9A714Yhz4HI477r9OlVHNBq9+wPxGJDJ4JIkxQgheO3/9zM2jZVhuMMkv1A0xI9qf4lOVTnZcZ4Cdy7F7nwGPcMk2RJ5fuk+/qn2F4x4x3hqyS4y4lN4vf49ihMLMKg6jDojF3pqAdCpKuP+SXKdWUS0CHpVx/Ol+1GVO5vuNOafoHOdh+3P3V7xxuv1cuLkCXbv2fP5Dshn+KTTp6ZptyVsR6PRj01MnVtBWa/Xz45gRCIIIW6bJx2NRmdvnH5llGY+byg1TePA2wd46sknH7hywNKdiUajvP3W2zy1/8l57Ru/2sc/2pd/tZ/PCQQDvPnWW+zfu4+4uDgikQjRaBRVp8Yqven1+l+b6jif7T764VGqVq/E6XTO2zYfN3MFN+amWDY3NaO1+1mSt2hetv1xNCGAWwUvUG7rbwLB8Qsnae1pZ8+GnaQmpqDX6WO5GQB6nR5NaOh0esLhEIqiYNDfPn1uPvqZz+/jzMBl9j2z/6639aiTIxqSJMVomobmm73Bv1MKKnpVx1RwBlXVYdabKEkuonuqD52iolNVNuauJhAJkG5PxmqwoKDQPNJGZUY5I94xoiLKkGeUdHsyGfGpqIqK1WghHP18pRNNOiMhT+Dz7vYX9qsXrLlgoampiZSUFFwuF6FQiIb6BiqrKgmFQmiahsFgQKfT8c6Bd+jq6uLFF18kHAnz8s9eZmZmmn/77/4db77xJpu3bObdd94lOTmZp595WgYB0n03l2QbjUaJalEuXrzEypUrURWFzs5O4uLiSElJIRQKAWA0GgmHwkxOTPD2gbd58csvcvrMaU6fOU1KSgoDA4Pk5uaSnpZGc0sL1WvXUVFRsbA7KX0sRVGIj4+P/beqqGjzuO2P0oRGJBKlo7eDOGscyQlJaELjauN1VpVVEY6EiWoaG6rWs2X1Jg6fPcobR97m2R1PYTKa+Nk7P2d0YpQ1y1bT0ddJcU4hZ6+eZ0XJcp7YvFeO2i4gGWhIknRXFAXMehMj3jG+u/Lr5LqysBttfGP58xhVA6qiUpz4zxWShBA8tWQXgUiAOGMche5cNuSuwhcOoFNUpgIzpMQlMugZIdGagPI5U/cWaohWCMHBgwe5cf06g4NDFBYWEAgEyM3NQ9M0VlSu4JWXX6G7u4tdu3dTXl5OX18f6zes5+bNm2zZuoUvfflL9HT3UF9fz/Xr13E44vH7/aiqvEhKC8fj9fDyKy/T2tqK0+nkxMnjmExmMjMyKC8vx2Aw8Pff/wdUVeG3v/3bdHV1UVxcTGdXF9MzM2zetBlFUXC5XBx45wDxdjtDQ0NYLBZGx0YXevekBSaE4NiFE9Q2XKd3qJfinEI8fh85aVlEohFWlVXx5tEDtHS1srFqPWuXraatu42d1du51nidvRt38+Ke52noaKKsqJSinAI+OPchFrMVm8Umc88WmHw8JknSXdEpOnYWbuKliueoyign2ebGYjCTbEvEaZlNxBRCUDfcTFSbnQbksjhIs6dgN9mwGiwYdUac5njspjgy4lPpmuylZ6qfQCTIiY5zDM4MP/DzrSORCJ0dnWzYsJHe3l5GR8fYvGULDQ0NjI2NAWCxmLHZ4jAYDKiqik6nw+v1YjQaiEajXLl8hYzMDH752i9pbWmhpaWVsrJS+gcGiEQen4WxpAfL4OAgCQluUlJS6O/vRwgoKSmhobHxViCsYrPZsFltKKqCyWwiEAwCAqFp+P1+BocGyc7KZuuWrcx4PHR2dZGclITX61vo3ZMWmBCC5s5WtqzaSP/wICMTY2xYsY7W7jZGJ2fPnWaTGZvFhtFgRFEU9HoDHp8Ho9FENBqltvEai3KL8fg8dPR2sn3NFnau20p7bwfBUHCB9/DxJkc0JEn6wron+2gcaaUkuZgbQ40sSsynb3oIg05HOBohIz6Vnql+zHoz53uv4DTH0zzaTmnKIq4N1pPnyibPmcWHHWcY902yMmMZ6fGpHO84R4LFxZX+G5SmLOZo+xm+Wv70Qu/up9LpdOTm5XL48GHKy8uoqqoiJSWFqqpK4uLsqKrKl7785djrhRCUl5fT0dHO6jVr6Onpwe12k5mZyX/9b/+VU6dOsWzZMk6dPMnKlStlmU5pwaSkpDA2OkpnZyerV62OlT/VolGSEpNISEjgX/3ev4y93mw2c+PmTfJy8+jq7iYjPZ2iwmJsNhtjY+Okp6WxvGI5V6/Wsnnz5oXbMemBoCgKxbmFHDp9mMV5xawsXUFqUiorSpZjvrUC95Nb9sVeL4SgaukK6tsaqV6+ho6+TuJt8bidCbx74hCdfV0YDUbGpyZYVlyK2STXulhIMtCQJOkLu9h3jf6ZIaJC40r/DWp6r2I3zZanLEku5pd1B7EYzDjN8QzODPOza28y4Z/k6kAdvrAfvaonx5lJ3/QgAzNDLEoqIFNRiWhROid7iGpRChNyaRhuQSA+9zSq+0lRFOx2O0uWLGHP3j2xJNTs7Gwi4TDhcPi2YEFRFNauW8vadWtjf8vLy4vleWzbto1wOMy+/fsxmUyx90ciEXQ6nczXkO4bnaoj3uHg6aeeZvOmzbHk3KUlS4HZMs86nS72d7PJzJeef+G2bcxVnNq3dy8+vw+rxUpRYSE6nY5IJEIwFMJqscgpLo+pOGsceZm57Fy3nUSXG4C8jFtrfQSDmE2m2GsVRWFFSQUrSipifyvKKQTgya37EEKgU3VEolEUBaZmpjAYDFjNVsKRMEbDg7k21KNKBhqSJH1h2Y50GkdaaRptw6DTo1NVUuKSAEGWI52G4WZGvGNYDBaSbG5ynVm0jmuUpy6heayd5tF2NuauZk/RFkLRMC6LAxCY9SYMOj2J1gTeazlGrivzgQsyhBB4PB5MJlNsWtOqVauIRqMYDAb8t9aliEaj1NfXo2kay5Yti9WOD4fD2Gw2goEgHq8HvV6Pw+Hgxo0bfHD4AyorK+ns6mR6apq9+/byy9d+yfd+53v84w/+ka989SukpqYu8BGQHmWapuHxeLBarQgheOapp9E0jUAggKpTURSVaCSCJjROnTpFYWEh6enpmE1mwuEwQggsFgs+nw+/34/JZCIuLo4PjnxAR2cniW43Q8PDJLrdmC0WGhsbeelrXyc9PX2hd126x4QQBEPBWGEMf8DP8iXLWFpYgkGvx+PzYNAbCIXDRCJh3jr2Dl/bN1sww2Q04fV7ibPGIYRgcmYKmF2xGwXeOPI2GcnpVC5dzj+89kOqV6zlzaMHqF6+lsyUdE5cOs13v/RbC3wEHi8y0JAk6QurSFtKgTuXOKMNb8iHQdWjKCoKYNDpMah6rg82sKd4CwIw641MBzzEm+1UppdjNphQUEiOS4xtUwjBi+VPEYyEiDNamQ56iDPaHrgnnd3d3fzNX/81a9aspbOzk8HBARITEzEaTaiqOruidzhEgtuN1+MhMyuL48eO43Q6mZ6Zxmqx8K3f/E0aGxt59513ycrK5Ju/8RsUFRUxODBAKBzihRde4MiRIyiKQjgcjpUTjUZk/Xbp3rpx4wavvPoKG9Zv4Nr1a4RCYXQ6HRaLBavVSjAYZHx8jKSkZKamJgmGQvzitV+QnpZOV3cXWVlZvPS1lzh3/hxnzp5haclSnnv2OQKBAIFAgPHxccxmMy0tLbz44ouMjY3h88l8jcdBJBLh//nR/yHBmYAr3sm5qxcoKVjCtHd6tnqZAk67k2AoiNFgxB/w849v/piJ6QnSktLo7OvixT3Pk+hK5B9++Y8g4NvPfwuHPR6TwYjX7+PC9Yv0Dw8wPjmOxWQmGApiMBjw+WUfu9/k2LskSXdsJujh2kB97L8NOgMJFidGnQGXxUGcyYbNaMFqtOALB7jYd5X0+BROdJ7HqNOjV/W4LA6aRts43V0DzA6DTwc9/PjqL/n+pZeZDs5g1psw60182H6G5tE2dLemCY37Jvn+5Zc52XmBltEO3mp4n9fr3qN1rPO+Hwu73U5Obi5t7W14PDNMTk7h9XpZu24tyclJqKqK3x+gsrKSnp5eBgcG6OzsYGCgn7y8PGZmZvB6vdisVtLT03AnJqIoCr09PWRkZNLV2cnJEydJSkoiJydnNpHcasPhiP/sxknSXUpISCA1NY2m5iY0TTA4OIAQGssrKigqLMTj8aBpGmWlpfT19dPR0cHAwAADg4MUFhYxMjJKKBQi3h5PWlo6LpcLgLGxMZYsXkxU07BarVhtVnp7e1m8aBGt7W0LvNfS/aCqKkW5hYxPTdDe24nVYqVnsJcVJcvR6fWUFCxhcHSIJfmLmPZM4w8GuNZ0g/GpCWxmKzaLlaGxYXQ6HanulFvraejQ6/QkJiTiC/g4ev4YDR2N9I8MsHXNZvqH+0mId82u5SLdV3JEQ5KkjxWORmgcbSXJmkDv9CDNo+3kuTK5MnATgSAQCZJuT+FK/w3WZVfhMMfzev1BfGE/e4q2ogmNYCSEUWega7KXSf80yXGJBKMhTnaeJ8magCfoxaw3YTNY2F6wnnPdl7EYZlcH7p8ZZMw/Sc9UP0tTFhFntDHoGUEIQaLVxYftp3FbE9CERvdUH4Xu3Pt6fCwWC5kZmaSmpTI8PMyKykpsViuZmZnY4+LIycnl4MF3GR4a5ju//R0sFgtLS0txuVzoVBWLxYLD4SAlJYUlJSWx7SYlJXH69Bm2bN3K6VOnGRkZpqSkhA0bN6LT66isqiJeBhvSPeZwOMjKzKSgoICOjg6qqqqwWixkZ2UjEJhMJt479B6BQIDf/s53cLvdXLt2nfy8PCYmJ0hJTsZsNrNq1SpWrVoFzI5W7tq5i4uXLvHEvv3crKujZMkS4uLsNDY2sGnjpgXea+l+UFWVzJQM4iw2nPFOhkaHcNgd5GXmYjGZSXAkMDAyQO9QH/s378EfDGA0GOkb6qekYDEAhdkFOOLi+ebTX79t29lpWaQnpbF/0x5qG6+Rl5HLxRuX2Fi1AZvVRnXF2o9rknQPyUBDkqSPpVd19E710zHRjUVvpnuqj5axDkx6Iw0jLYz7pzgRPMdUcIaZkIcXlu5nwj+NN+QlokVQFRWLwUyhOw9vyEfPVD/JcYmEomF8IT+aRTDunyTRloBO1TE4M8LipCIM6uxpyagzMOIZRa/q0SmzSaYmvZFCdx7H2s8yHZwhJS6Jcf8MSTb3Xe1rKBSK5Ux8lmAwyPjYGMkpKWzdthWz2czo6ChOp5PR0VGi0SjFixahKEqsEpXFYkGv1xNvj8ditTA6OkpySkpsBXAhBIFAAIPBgN5goHp9NS6Xi/T0dCy3EmRLS0vR6/WUl5fPzk2enERVVex2O16vF6vVyvjYGPb4eEwfSZycm3IViUQIBAKxdhoMBoQQuN13d+ykh0MkEsHv92O32z/zteFwmBnPDLt27sLr81FWWkYwODv1ZG4l76zMLIQQVK+rxuPxoKoq+/ftw+fzUWItiS30FwgEmJ6eJiEhgfHxcRITE9m+bRuhUIhdO3fGpkTm5uQQDAaJRCKMj4/jdruZmZlBr9djs9li2xsbH5stdWqzxXI/5qZhebweUlNSH7hplo8DIQTTnmnscXZU5bNHDfIz89DpdEx7pinOKUSvNxCOhFhVVnVrtfnZBQLdzgQsZgsT05OU5C9myjPNrvU7sFmswGwu0ejEGM54x2wOh8FEijuZ0YlRyoqWYtAb2LV+B+FIhPGpccqKS+kd7EOn02E2mZmamSI1MQWzyTzbvybH8fq9pCamMu2dxhEXTzQaxeP3EolESHC4MBlNn7F30kfJQEOSpE9U6M6jtv8m8SY7BlWPxWImweJk1DeBL+RjZWYF1wbqKUtZgklv4hsVz6EhsBrMDM7Mjj6c677EwMwwmY50xnwTOM3xFLnzGPNP0DXZR2Z8GlajhWHvKGuzq6jpvcqK9DKMOiNWgwWDzkBNby0bc9dgNZjpmOgm25mBTlEZ9Ix87iBj7oZ7rtrN1OQkE5OTNDU1sXv3bsLhMFarlYmJCZKSktA0je7uboQQZGVl0dzczOH332f16tXcvHmT1WvWcO3qNULhEEODQywtXcqTTz6JXq8nIzODV3/+c+LjHYRCQRRFwWq14fP5GB0d4Q/+8A9n8zk8Hv7X//pffOOb3+T9Q+8TDAXZsWMHP/nxT/ij/9cfMTQ4yIED7/D7f/D7AIyPj/Pqz1/FarWwYkUlBw4c4Iknn+D8uXMkJiby1NOzq4hrmsarP/85OTk5NDU1E46Eyc7KpqurCyE0fD4f//bf/bt70HOkhaRp2q31WYwEQyGmp6YIR8KcOHmSZ59+hmg0OltqdnycpFtT9rq7u4lGo2RkZDA8MswP/vEHlCwpYWx8nPKyMo6fOM43v/EbZGVmAjA1NcUHRz4gNyeXt28twrdm9Rp+/NMf85/+43+KBdEfHDlC/0A/drud8fExEt2z+Vhd3d1877e/i8PhQAjB0Q+PMjw8jNvtZnh4GHt8PAP9/cQ7HDz/7HNYLBYGBwc5dPh9Zmam+dpXvsZf/c1fs33bNurr60FRaG5u4k//+5/GgiHp3hBC4PF5sZoteP1eguEQOlXHywdf5dntT+GMd6Bp2q3g1Eic1cbY5BiTM1PYrXEku5P521f/gcV5xXT1d7Ohspr2ng5GJ8d4aut+stOySHEn8+bRA4xPTZCZksG0dxqdTo/X58WgN/DNp7+OQa+ns7+b9069T0pCMprQGJkYxWQ0YdDrMRvNfGn3cwDUXL9IS3cbQmj0DfVTuXQFQ2NDRKNRnti8bzbQQPDKwVdxxDvJSsmgvbcTtzOBqZkpvAEfQ6PDPLFlL5Ulyxf4G3i4yF+jJEkfS1EUChJyyXNloyoKa7JWoN5K9BbMXmwMOj3rsqow6g0oioLNaI29V6/q6Zrs49mSPaiKykzIi9VgQVVU9i3aRlRoTPgnMehmqzBtya/GoOrJcqSjU1QSrQm8tPx5FBSGvbOrB6fGJfPV8mfQ3xr1iGgRXr15gERrwh3vVzgc5uiRo8TFxTE2Nsrp06djORMWi4XmpmYcDgft7e3s3buHkqVL+cWrrxKJRPnt7/42WlSjqLiY9IwMrl+/TmlpKW63m3PnzjExPs7w8HDsyXE0GkVVVZqaGklIcOP3+9m5aydaVMPlcsbKgRoMBtzuRCYnJ9HpdSzJX8LIyAjxjnjGx8epqanB7/ehaRqqqtLW1sbY2BgmUzqJie7ZoCkcwWg0cuniJfbu24fRaOTq1asMDAyi0+tpa2sjIyODCxcukJqaQk5ODm1tck78oygajfLB0SMkJyUxODjI2XNnycjIwOPx8u57BxkbHcXpctHY2MD66vVs3LCR1998HY/Hyze/8Q2EEBQWFvH0U09z/sJ5EhLcJCYmoWn/XITAbDbjcDhmF+EEurq7KC9fhsViua0tu3bu5ErtFaxWG5oWpa6+jr279/Lqa7/A5/PhcMwu6pmenk7/wADhcBiTycSZM6cpKCigtbWVsfExMjMySU5O5pmnnubwB4c5ceokfr+fQCCA0WSisbEhti3p3qtrrcdqsdLS1Up7TwcDo4Mku5L48YGX2VhVTUtnK63d7dgsVv71S/+CKw3XOH/1AmXFpTy97QlsZitOu4N+vYHRiTGe3vYEx2pOYjHP9h+bxcazO57mg7NH2bRyAz2DvZy6dJryRWU0djTj9Xtx2h1kp2WyrmINzZ0tPLl1P6cvn2XaO01LVysFWfmx9q4qryLRlci1puuYjCYGRwcJBINoQmN0coxk9+xDJQHMeGYYNY1hMhr58MJxLCYL2WlZFOcUokW1BTriDy+ZFSNJ0idSFQW9qkNVVMx6E0adAYPOgFFnwKQ3zv79VuUoIQTekI9TXTUIIUiOc/MH1d/BpDfFksbNetOt7aoYVD3Jttmnqe82HeXDttMIBBaDmZ9df5Mr/TcwqHr0qo50e8qt4XQFk96ITlXRqSpGnYEvlT7BqsyKO94ns9mMXq+np6cHv9+P253IyMjsVKLZFb1H6evrIxIJEwjMThdZsqSEpUtLbpuS5HA4QFHo7OjgyAdHWLRoEeXLlmGz2uho70DTNCwWC3Z7PElJSUQiEUpLSxkZGaGlpZms7GzGRkcRQmAym7FYZ6v5RCNRBgdnV1E2GY10dXbR2NhIbW0t7e3tszkqiYkULyomHA5jsVpRVZV4RzxGo4nMrEympmZLPl6/dp3W1haam5ooKiokPt5OUlISixYvZmBgcF77ivTg0Ov1uBPcXLt+DRSFhAQ3w8Mj6PV6hoaGGBweor+/n1AoFBvdW1S8mNKlS7FZZ6cPzo0yjI2Pk5aWitViIRqJxla5t1qtmIwmjAYjTpcLp9NJVmYmer0Bn8+Hx+MB4NTpU3T39BCJhJmenmZycpILNRdITEykqbmJcDiMoig44h0oQGJiIkIIlpYsxRHvwO12EwwGZ6fmTE/z2uuv4XQ6qauro76hjrGxMQx6PTk5uaiqbqEO+WNFURQW5y/inePvkZ2WhT/gJxgKEY5GEJpGa1cbkzNTjE2OEYqEiUajpCamsLSohMyUjNh2El2JVJWuYGBkgLePH0Sn0xEIBohGo4TCIV7/4E1c8U5uttRR11LPssXL6Bvunx1R8XoQQtA71I/X72VyZpKDJw8RCgcJBoOUFZUyNjnO5PQkAHWtDdTcvMSi3CIqlixDCEhPTmVpwRKaOprxBfwoisKi3CJyM3IIBIPodXoW5RVTnFuE2+WOldKVPh85oiFJ0l0LRkO803gEo97AwPQwo94xAtEQRQm5XB2sZ1lqCbUDN9mYu4Y8VxY/u/YG3rCfZ5bsJtnmJtORxtnuS0S0KLUDNylPXczFvutUpC1F9yk3D3OBx+ehKArV1dX4A340TaOttY14Rzzx8fGMDI9QWVlJTnYOdXV1VK2swmaz8dTTT922jeHhYWw2Gzt27EBoApfLid/vJzsri+ysbMbGx4hEIjidToqKi1ibuBaLxUJbaysVy5fT39+PTqejvr6eDRs3ArBp0yZSU1PZuGkjHo+HzKxMdu/ZQ35+PmvXraW1tZX+vj5yc3PJyclhenoau92O3W5n/xP7yczIoD8zk/Ub1tPc1ERycjLf/I1vsmfPHlRVZXJqEp/PR15eHtevX2f1mtW8f+jQ5/+ypQeeoihUrlhBXu5sflBSYiIOhxOb1crk1BRC0ygoKOD6jessr1iOyWRi/75/XnnZ4/UyMjxMelo6wWAIr8fLhvUbiI+Pp6m5iXVr1wGwc+cuEhMTKVmyBIvFQkJCAk/s28/09DT+gJ/iomJMptlpLDarjVAoxNNPPk04HGZ0dHR2rQ6vF5fTidvtZsOGDbhcLsLhMMsrltPc0owj3kFPTw+5OblEolHcCbNTJf/o3/8H2trayMzM5ErtFdZkZfH9H/xgQY7348gRF88Lu54lOy2LSCSCQW/AaDAQHxdP/8gA2WlZDI+PYDGasZgtlBeXUl5cCswGsf6gH7czAf+Qn70bd3O9+SbBUJAbzXW4nW6E0HDGO/H4vNhtcVjMllvla/Nw2B209bSTkZJOelIqgyOD7Nu4h8aOJrx+H2sqVtM/3M/i/K209XRQ5XChKgp2axyaECS53ORl5GC32Wnv6aA4t4iR8RGy07JYnL+IobFhNlSu42rjdbat2YLH52F8aoJgMLDAR/3hpAghxEI3QpKkB4Omabz2pz9hm3/FHSX0zWkZbadptJ0Cdw5H206jU3U0jrSyvWADvdMDZDsy6JzooTKjnIrUEn5Y+ws8IS9fKn2CdHsKY/5JznRfZHXmcm4ONZLnyuJE53m+teLLsWlSd2Im6KFu2RB7vv7EbX/3er2cOHmC3Xv23PG2Psnk5CQ3btygurr6Y1fnFkIQCoWYmJj41EX15hbz++h88kgkEkuc1TSNjo4OXC5XrDRoNBpFp9N9arLrx23343R2djI1NcWyZcvQNI0Dbx/gqSeflCuOP6Si0Shvv/U2T+1/8q6Tob1eLxcvXWR99frb+pEQgqmpqdkRtPhPrnwWjUZRFCXWl6LRKO0d7aSmpBIXF4ff76ent4eszKxYsYNPMtefP6vfT0xMUFdfx7q161BVlaMfHqVq9UqcTufnPwDSx6q7UUekzcuSvEV3tR0hBJfra8lITict6fZzZCQSYXRyjCRXYmxq6ce9/6N9QgiBP+Cnb7ifvMxcdKqOkfFRfEE/mcnpn3ku/NX++nE0oXH+Wg2L84pJcCTg8/s4M3CZfc/s//wH4DEjRzQkSYpRFAVrhp2ZOg8O852XUE2LT+Fk5wUiWoSUuCSGPaPkOrNwWRy0jXdi1BkRgC/sx6Q38VuVLyKYrWwV0aKc6rxAVEQZ802Q6UjnWPs5FiUVxKpN3QkhBCPBcdw5SZ9/xz8Hp9PJhg0bPrENvb29hIJB3nnnXZ5//jl8fj9paWl0dHSQk5NDT08PGRkZ2O126m7exOf3U1xcTEJCAsc+/JDW1lZ+53d/l7a2Nk6dPEU0GuU3f+s30el0d5TkqijKHb0uNzf38+669Jiw2Wxs3rT5tr+Fw2Ha29vp6u5Cp9eTlppKclIy4XAYj8eD2+1mYGCA4uJi/IEA9fV1GPQGysvLGRgc4MTJk5iMRr7+ta9z+IPDeDweent72bZ126e25U77s8vlYn31+rvZbek+URSFqqUrbvvbXNWqkYlR3jt1mOd2Ps3Y5DgFWfn0DPTgcrjw35relJWaSd9wPwMjgyS63BRk5XPx5uVbIxCbKcwu4K0PDyCAJ7fsIzUx5VPb80kBzUepisq6ijV3s9uPLRloSJIUoygKlTtXc6b2EJuMVXc8mmAzWPmNFV9m7oGjEGI2pwKFtVmVqIrK1vx1s8nkioJBZ4i916hTeXbpP480KCgsTiyIvfZOCCHwRwI0xffx9IqNd77D82x8fJy333qLvLw8AoEAb775JleuXGHDho10dLRTWlpGTU0NTzyxn7Xr1nH69OnZpO/4eBISEihetIj2jg4AOjs6qaio4MyZ0wSDQaxW64LtlySdPXeW3t7e2eRro5Hjx48RjWpYrRZcThfRaBSvz8c3XnqJaCTK+4cPY7NZWbx4MZkZmWyoXs/5mgtomkZXVxdf+tKXOHDgwGcGGtID5B5WDRZC8NrhN0hNTGXG6+H81RqOXzxJxeJyGtubWVVexZX6qyzJX8SLe1+gsaOZ89dqKF9USkFWPuuWr8EX8DPtncHj86DX68lKzaJ/eOAzA40vShZRvjMy0JAk6Tap6Wks+dZKPvxRDWWigHhjHMoDfErV0BgJjNMY38vm7+3GYrX82msMBgOhUDgWAN0rQgg0TaCoKprQGBoaxmq1kZaeRl9fH9Mz02RkpFNfX0/1+vWsWrUar89LclISiqJgscxW5RofH8fpcnLjxg3MFkusVOi9EgmHUW8l20sPJ1WdDcwjkQgGg+Gz3/A5aZoGyuznTExOzibuBgKUlq7iwoXzVFZWcu3adfr7+ykuKmbzpk0YDAYMRgN9fX00NTcRDAbo6uoiPT2dU6dOkZeXN+/thNnfYTAUvCfH4XFmsVgYCo7cs/PobFU9BVVV6Bnsxe10oygqBdl5tHS1UVKwmObOVoKhIIXZ+ZiNs2tmAJy/dpFINMLYxBhT7mTCkQjdA92UFC6e93YCePxeLDb58OdOyBwNSZJ+jRCCifEJbly4hmdoigf5NKHoVBJzkymtKsdqtX7sBVAIwZEjR1hcsoT09PR7dkMthKCzowO9wYACBEMhopEo7kQ3vb295OTk0NvbS1paGgkJCb/WjlAoxNjYGGazGUVRGBwYxJ3oJvHWWgf3qs3Xr18HTVBRUSGDjYeUEILLly9j0hlZunTpvH+PoVCIpuZm3O4EDHoDg0OD2OPsGI1GpqanSUlOprevl0XFi26rzgazc+Bb21pJSkyKlX7u6u6iqLAIs9k8r+0UQjA+Ps65i+fZv3+/7M/zKBAIcOAnb7KnYhtGw/w+/BBCMDE9yfD4CDazFZPJxOjEKG5HAhMzUzji4gmFQ0Q1jbyMnNu+VyEEvoCPrv4ectKzmfZMowmNQDBAXmbu58o3vNO2Hqs9SdmOSjIyMz77DY85GWhIkvRY8Hg8HDp0iLXV60hNlasHw+wTxJaWFlpbWti9a7d8AvyQC4fDvHfwIIuLF1OQX/DYJfbPrRx+4uQJtm7fhsvlkr/zeSSEoK2llfqT19lYtg6L6dMT+R81c0noV5qvIlINrN+84bHa/y9KBhqSJD0WhBCxYGNicpKsrCwW6hohBPh8PmwLOPQuBAQCfhLdiaxevRqDwSAvmo+AYDDI+fPnmRgbx2z+9WmEn1c0GsXv9xMXFzcPrft14XCYcDg8LzlI4XAIVaeyrroap9Mp+/M9IISgp7ubSydrMIR06OZ5tOBOeL0+rNZ7F+RMTk1hMpqwWG4fbdOEIKCEKKwoprxi2WMXyH9RMtCQJOmRNvcUqre3l7q6OoQQLF68mJSUe5MgeCfC4TAffPABe/fuXbA2ALNrHMgA45EzV2I5FArd1XY0TePEiRNkZGRQXFw8T627nc/n49ChQ2zfvv1TS+beCb1eH5uKJfv0vSOEmC3A4Z9di+h+O3ToEFu2bPm1KXrzpa+vjwsXLpCXl0dpaWlspFdRFMxm82eWWpZuJ5PBJUl6JAkh8Hq9NDQ00NfXR1JSEuvWrYvV1V/IC0U4HMZisRAXFycvWNK8UxQFk8l0VzdiQgguXrxIcnIyK1asuGf9NC4ujn379nHy5En27NmDxXL3ozDSvaXcKhxhs9kW5PPNZjN2u/2eBRqLFi2isLCQuro6jh07xrJly8jPz4/tt/T5yEBDkqRHxmzVJ42BgQHq6uoIBoMsXryYiooK9Hq9vEhI0h0QQlBfX8/MzAxbtmy5p78bRVFwu92sXLmSDz74gD179sjfqrSg5tZuKS8vp7i4mCtXrlBfX8/KlStlft8XIAMNSZIeenPD+I2NjXR2dpKUlMTKlStlMqgkfU5CCLq6uujo6GDXrl33ZR66oihkZmbi8/k4duwY27Ztu6NF1CTpXporOb5u3Tqmpqaoqanh+vXrrFmzhvj4eHltuUMy0JAk6aE0N094cHCQmzdvEgwGKSoqYt++fRiNRnkRkKTPSQjByMgIV65cYe/evfe1CpmiKBQXF+P1ejl79izV1dUy2VZ6ICiKgtPpZMeOHQwODnLixAkSEhKorKyMlSKXPpkMNCRJeqgIIQgEAjQ3N9PZ2Ul8fDzLly/H7XbLGxNJ+oKEEExPT3Py5El27dp1z+a/fxpFUaioqODs2bNcvXqV5cuXy5s46YGhKAppaWns37+ftrY2Dh48SGFhIUuXLpUJ4p9CXpUlSXrgzeVeDA0N8eGHH3Lo0CF0Oh27du1i8+bNJCUlySBDku5CIBDg6NGjbNq0aUGLFKiqytq1axkbG6OpqemBXixUejypqkphYSFPPvkkQgjefvtt2tvbF6QC18NAjmhIkvTAEkIQDAZpbW2lpaUFh8NBaWnpQx1YaJrGxMQEMzMzzMzMYLfb5ZMwaUEIIQiHwyiKwpEjR6iqqrqnq9DfKZ1Ox+bNmzl06BBWq5X09HQURZF5G485IQQzMzN4PB4mJiZITk5esOuAoigYDAaWLVtGcXExly9fpr6+nlWrVpGcnLzgv6EHiVxHQ5KkB8JcQrfFYpld4XdsjJs3bzI9PU1ubi7FxcWPxHzYYDDIN7/5TU6cOMF3v/td/uRP/uSh3yfp4RQMBvmjP/ojCgoK2LZtG4sXL35g+uLcFMk333yTS5cu8eyzz7Ju3boHpn3S/SeE4H/8j//BX/7lX7J27Vp+9rOfxdZNWWhCCCYnJ6mpqUFVVVatWiUTxm+RIxqSJC04IQQ1NTX8xV/8BX/4h3/IwMAAJpOJ0tLSWDnBR+WEbTQaWbFiBW+88QZr1qxZ6OZIjykhBHV1dfzgBz8gPj7+gbuJnxvBOH36NH/7t3/L9PQ0a9askaMaj7k1a9bw3/7bf2P58uULkkf0SRRFweVysXPnTvr7+zl+/DjJycmxdj5Iv637TQYakrTA5vIPHleKonDo0CF+53d+h/7+ftasWcO3v/1tLBbLfTs5z1Wwul8DvLt27eL111+nsrLyvn33qqo+1he7++V+96UvSgjBK6+8QmpqKr//+79Pfn4+0Wj0C2/v8/SvuWPzWX1fURS+9a1vMTo6yrFjx+jq6iInJ+cLt3G+Pc6/qYXq5xUVFaxYsYI9e/YsyHXzs75zRVFIT0+PJYy/++67FBcXs2TJEnQ6HZFI5LFbJ0ZOnZKkBSKEoLu7m+s3rhOJRBa6OQtDwOjYKOfPncfpdBIfH8+mTZvYtGnTfTkRCyEIhUJcvnKF/sHBe/55c8LhMDdu3LivVXVURaEwPz9WIUWaX0IIPB4PNRcvMjE1CTzYNxKRSJgLF2ooKCggNTWFu2uvwGQ0sqJieSyf4pM/N8L12mt01rcjwnd2oxgKhbl29SppGelkZmTcRTvnl2rSUVi+iJLSksfmNzWXJ1Fz5gJTAxNwn+/1BYKrV6+ydOlSjAbj/f1wBUzxZlasqyTtM/o5/HMO1I0bN+ju7sbpdPLOO+/wJ3/yJ49Vbp4MNCRpAQghqK2tZWR0hLVr1xAXFzdv2w0Gg3c8VBsOhz+zVv7czfjcMLXf70cIgdVqnZf2Tk1NcfrUaZYsKaGwsDD2b/fjJOzz+Th46BCFJUvIy8//QjcLn3XMw6EQAIqqotfrb3vf3Os/7XuIRqPodDo0TcPv92MwGDAaP/8FNhQKUXfjBt6JSbZv23ZbW6S7M5dTdPT4MarWrCYlNfULJ6lq0Sh+fwCD0RBLOP2sz46Ewxg+R5+YSwDX6/V33a/mzEzPcP7MGfJzcilduvTjfwvhMIfefI/UqIvF2Ysw3EEf9AX8KIqCUT97HD7rNxoKhzF+jvU/NKERjkQw3bppnf08sJgsn/neUDjEjY56vM4w2/Zsf+SDDSEEoyOjHHvjA1bmLCc1IeULn6c1oeEP+DHoDaiKik6vQ/mMYDcUDmE0GG87d34afzCAEBpWsxUhBL6AD73eEPuuv4hp7wznmy5SsG4xJaUld9SOueDsG9/4Bu+88w6/93u/x5/92Z89NlOqZKAhSQtgaGiIy5cvsXPXznm7OIXDYd58803GRsdIz0hnx46dGI0GotHobcPbc2Viu7t7CIfDRCJhtm7ZiqLO5kGoqsrMzAyTE5NkZWdx/PhxLtZc5Etf/hLp6en8z//5/yU9PY2vfe1r8zZHNhQK8e47B9mxYwd2u31etvlZhBAcPvIBuUVFZGRlfaETvhCCd956i8GBAVwJCaSkpLJ2fTWRSARVVQn4/Vy8UEN3Vyfly5dTXFwMt1abjUQimEwmgsEgP/vRj3npW7+BqqoMDgxgj4/Hbrdz5tQpZmZm2LNvH/U3b/L6a6+xZds2qjds+ML7fL22FrOqk2sUzKNIJMJbB95m/ZbN2O8yAfTyxYu8/tovSU9PJxqN8tWXvk6C200kEkEIwYdHjrB561YATEYjHR0dvPbzV/nXf/gHAKg6HdFolMGBASbGx1l+a3reQH8/DqcTvV7Pyz/+CSjwzd/8Tepu3uTtN95k244drK1ed9fH4YP3DrGpej1ut/u2fxNCcO70OayDKotziu/oGHl8Hv7z3/4pOWlZGPQGlhWXsXJpJYqiEIqEqWurJ9HpJi0pDQWFqBblz3/8v/n6vhdJcScDCgoKkWiYk5dPs3PdDlRFYXJmCn/QT1piKu+dPkxrTxv7N+4lOSGRP//JX1KcXcgLO569o3OzEIIrzdewlbgoX77skf5NRSIR3vrJ62zMW4vdenclkBs6mvjhmz8mMzUDTdN4fsczpCWmEo1G0YTG8UunqK5Yg06nx6g3MDg2xD+++SN+/+v/Er1Oh6KqaJrG+NQ43QM9rClfNbuA6+gQVosVq9nCn//4f5PqTuEre75M90A3P3vvVTZWVrNl5aa7Ow7RCO/XfsiWL23HlZDwsa+ZW5emq6sLn9+H3+/n7/7u77h69SqTk5P863/9r9myecuDPvAZowD2+Hhyc3I/97Rm+UhLkhbAzZs3qVpZNa9PwHp7ezHoDfz2d3+bH/3oR/zg+99n85bNXLx4kYmJSSYnJ7FaLehUHaFwmJHhYaw2G91dXUSjUYxGE8uWldPV1UVnZyerV68GYPny5fT29uHxeAgEAiAEer3+ruZz/yqj0UhZeSlNTU1UVVXN23Y/jc/nwxsIfOEgY47RaCKvoIDxsTFef+0X9PR0M9Dfj9lsJjk5hYGBAXw+LzeuXuPMyZO0t7WxavUaBgb6WVFVRWtzM20trYRCIT44dAhXQgIrV6+eDQ4FzExPAzA+Pk5cXFxsXvQXabOiKJSUlXHk3YNUVFQ80jdF99Pg4CCuxMS7DjJgdj2L3Lw8jEYDF2su8tMf/ZiyZeW0t7YRjoQ5deIkkXCEnu5ucvPz8czMkJ6RwfFjx7lWWwuA2WLBMzMz+32XlnLwwDskJiWycvVqDAYDW7Zt49B77xGJRBgfu/t+NUev17NsxXLq6+vZ8CvBcDQapb+xm73l2+/4MzRNw2K2sCi3mA/Of8jo5BhNXS047Q76hvtp7GimrGgpQoBBr2dpwRKy07KouXGJtt4ODHoD8XF2pj0zXG++wdplq7nZWs/41ASry1YS1aK093Wyd/0urrfcYG35avQ6PaqqI6pF7+j8rCgKZflLOXz9OGUV5Y/0b2qgfwC34rzrIANmHy5lpKST4Ejg3LXzvHr4lyzJW0T/yCCBYIAzV8/hD/jpG+4nIzkNFIXcjBxOXTlDbeNVFEXFbovD4/MyNTPF8iUVvH/mA+y2OFaVriQYCiLmrlVahInpCWwWKwjuvp/r9CzLWkrd9XrWb17/a/+uaRpXrlymq6+DvKIcXKlxuIjjv/zZ/wchBNFo9KEs1zw1OcE7712jomwFRUV39rAAZKAhSQvC7/fN+5P7uLg4pmdmqK2tJRgMgaLQ39/P8NAwkWiUwcFB0tPS2LV7F4cOvU9paSm9fX1UrVxJfLyD8+fOsWnTRgBmZmboaO8gMzOT7u4eykpLaWxsIj09nfUbNjAyMsLg4CD5+fnz1n6n00VvT9+8be+z+Hw+bHc5ZS0QCBAKBSnMLeb0iZOULC3lysVLGE1GwuEw69avp6WlGQSMjAxj0Bv46kvf4BevvILBYOD8mbNs2LSJoaEhdDodS8vKaKirY3JigvSMDNIy0unv7ycYDOJ2J7J91y4unD3H2urqL3yR0uv1KLeSEu9mqoz0z6amp3AlJMzbTabX42HNzh3MTM+wbn01xz88RkpqKsZohPT0dHw+H1WrVnHi2DF8Ph9Op5PW5mYWl5QwODjI6jVrOHL4MGXLyjEYDJSWl1FfV8/U5CQOh4Pp6WkcDgcD/QMkJSexY9cuzp87y5p1a+96HxwOB01ez6/9PRKJoNd0qMrnm1IWCgWJs9jYsWYLep2ei3VX8Pi8VCwqp66tgeSEJALBIF6/lw9rjmM1WxmfnkRVFUoLS3A7Evjw4gnKipZit9kpyMonEGqgZ7CXRFciFpOZkYlRbBYbiqKwqXIDHX2dTHmmSXIl3lEbDXo9hB78AgB3a2Z6Gqd1/kq2ev0+Nq6oxuvzsLK0iqMXjpHgSCDB4cLtTCCqRVm2qIwL1y/i8Xtx2h20dLWRlZpJIBRgbflqDp5+n/LiUox6A6WFJdS1NTA+NU6SK5HqirWMTozRPdCLw+5k59ptnL9xkQ0rqu966qgr3knTaOev/V0Iwc2bN5j0jbFj7zZ0urtb58Pn9dHX109R8ey04rob9SxaUvxr7Z8Yn+DUiTOsqFpOaloK7779HmOjY6SlpzE0NIzdHkckHMHn87HvyT0kpyR/7rZkZKZTvKiI40dOYjZbyLrDh3Qy0JCkBTLfT74SExNZsWI5tVdqKS4uIjs7m2vXrlG9vpqhwSGWlpRgs9nIzMxk9+5djI6MUlRcjNfrwWwykZGZgV6vp7GhkabGJhYvXgxAfLydK1eusHbtGvr7+9HpVBLdbrKzs+e1/YrCfb9Q323ZXLPZTHZODtevXuWrL71EV2cHa6vX0dLcQlp6GqlpaazfuHE26X10hP6+PtrbWvnGt75FS3Mz69ZXc+XSJSqrVhKNRrl44QJ+nz/WJpfLRUnpUvp6erHF2bhWW8vmbVsf2sUKH1litv/Oh6zsbDIyM8nNy8Pv95OWns62nTuYnJhAUVQKCgtJTEyivq6Ozdu2kp6eTnpGBmdPnyYuzk5uXh6ZWZns3L0br9dDMBik5vwFgoHAbK6DycTk5CTZOTmEgkHs9nhqr1xm6/Y7H2n4VIoCH/MzFkJ85hz8X2Uymnh221OsLltJ10A3mqZhMppwO9w0djbxey9+j2nPNL6AD52awprylZTkL6FroIebrXUU5xRiMVnYVLkefyCAPxDgZksdHf1dLF+8DFVRWFexhob2RlaVVjExPUEwFKQgMw+34+OnxHyiRzvGAEAI5q2jp7iTeW77UxTnFKEJQVpiCltWbiIQChAIBvja3hexW+No7m5l/Yp1pLiTyUnL5lLdldnRNwRpSansWLOVGZ+HUDjExbrLzHhnR/JMRhM6nY4Ehwu9Xo9Br6eps5lNlevnZSRBUZSPvV6FQiEaWxvYtf/ugoypqWlOHjuF1+PFleDi5vU63O4EwpEIRYsKaahr5NyZ86SkprBn/y7OnDpHaloKxz88wVdfepG169dw4uhJlpaVkJScyPTUNItLFnHy2GlsNtsX3meD0cC6TWs5ffQcmZmZMtCQpMeJoiiUlpZSWloa+1tqaioWswVVpxKJRAiHw1gsFjIzM2Ov0TSNDw5/wPr1s1MdqlZWUVBYgOFW8mVqaio7duxgZmaGtLQ0ln5CoufjSFEUli1fzrLlywEoXrwIgIKiIgwGA3q9npTUVPx+/6+d3EvLywgFg1Rv2EC8w0E4HGbLtm2oOh2JiYmzixdarbjdbvR6A4lJiWQ/QKU9pXvjo9/xqlvTF9PS02/lU0ViC1pmZGZii7PFfotzeTuRSITp6WkqV1ahKAojwyNs27GdhIQEfH4/mqZRubIKhMAWNzsFJjtnfh8azBeT0cTqspUA5KTNtjEvIxchBJkp6bFRCF/Aj9FgQK+bvaXJTc8mNz17ttiEZ5qVSysxGoxMzkyxtLAkts1AMMDi3GJy07MxG2cXA12UW7wwO/uYSU1MITUxBYAVSypu/S2VQDCATtVhMBjQhEZ2WjZx1n8+d64srQRmE8O9fh+ryqqIRqOMTo6xuWojSa5EQpEQiqKwtnw14UgYk3E2l3CuD91L09PTOFz2uw5mTh0/TUpqMv/49z8iPTMNl8tFZ3snwVCItdVr8Pl8DA4MxYpFTExMsqJqOZcvXkFRFLSohjPBSWZWBlcu1bJ91zYG+gbIzc/Faru7Qi5WqwVFNxtU3cmCiTLQkKRHzNwK216vl6amJgoLi27lVEQYGRmhpKSEocEhwpEISUmJ6HQ6uru7aWpu5utf/xqTE5McPnyYGY+Hb3/7t/jbv/lbdu7aydkzZzGZzXznO9++d41/yOOXYDDIzPQ0XZ2dJKekYLVa0RsMtDY3s6KqipHhEYLBIC6XE6vNxuuvvcbkxAT7nnwSs9nM+++9R19vL888/zwHDxzguS99iaOHP2BmZpp/9Qd/gE5WinrsRKNRJicmmJiYwO/zk56Rjsls5vq1a6xZt5bpqSmmp2ewWi0kuN2cOnGSpoYGypYto2plFSeOH6Puxk3WrF1LV2cnGZmZTExMMDU5yde+8RIJv5K0/SCbCxxC4RDNXS2U5C9BURR6hnrJSsnEarYwPDGKTlVJcSfTN9zPOyffI95m56t7vsz15hvU3LxEenIa054ZjAYj1cvXcuDEQf7tN/71Qu/eYy0UDjPtmaJ3uJ94m534uHhMBiP1bQ2sKlvJ2OQY/mCA+Lh44m123j7+LsPjw2xfs5UkVyKHzx6lo6+DF3e/wOtH3+Lff+vfcK3pOm097Xxp13P3bT/mqgTe7cO47Jwszpw+RzAYJD4+nozMdKampvB6vCiKwtLSEnLzctAbZtfkKFu2lDdee4tFi4u5dvU6kXCUnNxswqEwQghsNis9Pb2UlC6ZlweFqk694zxNedWSpEdMOBzmpz/9Gb29vfT29JCVnY3T4cBqs5GY6Ka4uJhfvPYa4+PjfOUrXyEhwYVOr2fx4sV0dXVRUVFBxfLlOBzxnDp1mpmZGZYuXcrk5CSlS0s/uwF34yGefqBpGm+89hqDAwNcv3qN4sWLsVotWG02DHoDyysref/gQbq7uti5Zw9ly8qZnJigesMGmhsb2bZzJ2vWrSPgD5CUnIwQkJuXx7Lly0lISEB9yBIHpflx6sQJWptbOH3qFEtLSwkGA9jts/PkV61ZzeVLlzl7+jRLSkp49oXnaWyo59nnn+ftN9+iesN6duzahdPppKerGwCL1cK2Hds5cviDhy5w7R3q4+Dp97nRWkeiM5F3T72PK95JnMXGvo27mfHO8ON3XsZqsfLd53+T5s4W1i1bw5mr5wmGg6xfsY5p7wxOu4OoptHe24H6CVNgpPtHCMGBE+/SPzLAxZuXKSlYjEFnwGadHbFaVbaSozXHae5sYVPVBtYuW03/yAB71u+krq2BpzbvZ2NlNYtyi0hxp6AqKgOjA9xorUPTtLtO/l4IiqIQDAR55vmn2L5rKzpVFyvYYDLPlsU1W/55NKF8WRlFxYWYzWbC4TCqqqLT6VBVlb1P7AagesPazyyXfadt+zzkRF9JesREIhHCoRA52dl4fT4UYOPGjfT39REKzdbPz83NoaioEJvNisViIRqJMDo6gtFowu/309rags1m4/KlS1y/foPWllYGBwdJSk66tyfsh+tacBtN05iemqawqAi/30ckEmbDpk0MDw0RDAYBSM/MoKCoEIfTgV6vx2Qy0dPdjT0+Hp/PR92NmxQUFeJ0OmNrZ7S1tJCVk/3QXSil+TE8NEzx4sVEo1ECgQAVy1cQDofx+X0AuBPdFBQVkpqWCkBiYhKNDY24E91MTk7SUFd3K28ji6VlZXR3dXHwnXdJcCdgsXz2WhEPksmZSZJcicRZbASCfpJcieSm5zA2NT5bocpkpiArn7yMHHSqjqSEJHoGezEZjHh8XsYmx1AUhYzkdIbHR9CERoo7BZ3MeVpQQgjGpyZYlFNEIBQgFA6zfsU6xibHCIZmz51piakUZheQ4HChqjrirHG093bisjvx+L1cb7lJUXYhjrh49Ho9N1vqaGxv4lLdFULh0ALv4ee3tKyE3/6d32Lfk3swm80YTUZMZhNmy+wUv0s1lxkbG4+9XlVVbDYbOp1u9vVGY2xkRUHh2NEThENh3njtLY4dPcGVS7X87MevMDU5dc/35eF6nCFJ0mcyGAw4HA7q6up45plnKCoqJDs7myeffBKH04nBYODJJ5+MvV4Iweo1q/F6vMTH2/H5fKxYsYKsrCz+83/5z1y/fmM2Z8NovPc3uw/xg0VVVUnPSOda7VV27tlDxYoVZGdns3f/E5jNZlRVZduOHbHXCyHYtHUrfb295OblMT01RUnp0lgux47duwBYtmL5vDyFkh5O+QUFnDx+nLLycnbs2oU70U12bg5CCFRVZVlFBcsqKmKv37J9G1evXGHDxo2MDo+QmjZblCAjM5NLNTVs37mTSzUXZ6fxBQIPVeWx5IRk/v/s/Xd4HNeZ54t/qnPuRnej0Y2cM0iQAAOYJUZlWbYVLFmWPfY4zczO7L1zZ/f+5s7ubPI8uzuzE53HsmVbHlu2AilRpESKORMgQCLnnIHO6Fz1+6MBSBRpiaSYJOHzPJTI7uqqc6pOnXPec973+x5tOIFcJufBzfdh0BnQa/QUZRdgt9gw6o08uetzi8eX5pXg8Xspzy9l1juL3WKnumQZTnsa49MTWEzlGLR6dtRtu4O1WkIQBHJcWZxvbeCeVZtZW7WKjLQMHti4C6UimbhyU827MrKSJLF1zRZ6h/soyy/F4/NQnFOEeX6nb8e6bVQWlLNx5QbGpsdvfwbxG2RwYIj9b75NTe0KWprbSHM68Hl9xGJx9AYdRqOB8dGJZALAQACZTMZbbx6gvKKUjvZOjEYjO+7bxtFDx7h0sYXKqnLu3X4PQ4PDvPP2IZZVV1FTu4K39h0kEgmzdt0aGhua2HzvpltaryVDY4klPmHI5XLKysvILyigtrZmcZJqt9sJh8N4vV7MZvPi8YIgsGzZssvOYbfbSSQSDA8Pk5+fRzweR6fVEovFGBsbw+Vy4fF4kCQJh8OxtNpO8j4WFhdjtlhYtWbNYpCczZ6UyIzFYgT8/sUET4IgUFBYSMF7sqG70tOBZJCdQqFgdGSEzMxMhoeGSM/IIDQ3h1qjWTI8PkVkZmWyrLqalTU1pFhT5oO3kwHjkiQxNTmFPdW++A7a7Xa27dgBQKrjXQlLSZJYvmIFc8EgDzz8EBPj42i0WsbHxlEoFdhstrv+PTbpjZTnl7Fz3TYKMvOvKO+sz41RZ1gUslArVWyuuTLPAUDd8jV4A14EQcBqTiEYCuLxe/EFfBRk5S8GEC9xeyjIykelVLG6shadNhms7LCmkhCTgd52y7uxREnDJPuK4G5JkojGohRm5ROKhHD73ORl5CSljC02NGrNouvc3YjX42UuEGR4aISZ6Rnqz9bjSHNQXlmGTqvl1IkzIMGWrZv4xc9+RcAfYHRkjI62DuypdsSEiJgQiUSjBIPBpMw9kFeQi9VmxWQyMjE2wcraas6frcdoNDIzPXPL67VkaCyxxMccURQZHBxEr9cjihKh0BxZWVkEg0G8Xi+hUBiVUkkwGMTn89Hb18e6dXXI5Ullj5mZGXJzcwkEAvT29qJWqSkpLaGnp4eG+gYmpybR6fSIoohGo0GhUKBQKJiZnkYURZ5+5hkslpvUcd/d85wrkCSJ0ZGk5K9KrUalUlFRWcnE+DgGg4FgMIhOp8Pv9yOKIiePH+f+Bx8kFothMBgZHx8jJzeXWDRKV1cXcrmcktJSRkdGeGP3btZv3EhjQwMz09Pk5SdXtr/8ta+SmZV1p6u+xC1CkiQ8bg8ejxuHw4HP52P1mtV4PB5isSihUAhLSgoetwe1Ws2vf/UrvvqHX2NmZgan08ng4CDpGRlo1Bo62tuJxqIUFBaiUip5+aWXAAGFQpF0mUwk8Pl8iGKCL3zxi5hMpjtd/SuIRCMMjA2R4XAxMTPJ8uJKQpEwwxMjyGVytBotgbkAoihyuP4YW1dvIR6P47A5mPHMoFapSU2xMzg+hNuXdL3KcKTTPdTLL974FU/s/BynL55Fq9EyOTNJuiOdbFfWkqFxC5EkicnZKWLxGEa9kanZKewWGwqFgmB4jkn3FCa9EW/Ah0Kh5PUje3nqvs8TmAtiNacwMjFKtisbkOjo7wIkinOLUcjkvLDnRYqyCwhFwrT2trG2ajVtfe3otMmdr6P1x/m/7tLAf7PFjChJuN0eotEoWTlZ2GxW0pwOdHodac402ls7aG1pZ23dagqKCjh/tp7KZRWMj40zNTWNKIls3X4PW+7ZhFzxblyfIy2VkeFRfvnCr8gvyMOV7uKdA4d49LOP3PJ6LRkaSyzxMWdmZoZ/+sd/YvXq1UxNT9N44QJ5+fmkpTmYmpomGklmSC0uKaarq5vUVDv/5//8PQqFAr1Oh0ql4rkvP8fMzAyvvfoaVquVwsJCCgoKMBgMHDt2nIaGBrIyMzEY9MSiUQ4cOMD2bdtQqdVMTk7cPEPjY+Y6NTc3x/f+6Z8oLS8jEU9w5vQpCouKMJnNTIyPJ5PjIZCRlcnoyAgajYZ/+vu/JxFPJHeYImGefvZZZDIZe3fvQaPRkJuXRzgcRqPR0Nvdw2OPf56zp06TlZNNZnYWoije6WovcQuRJIkXnn8+GUuVl8fhQ4fIzMwkHo8TCATIyMggFA4hiRJyuRyf18tPfvRjJiYmyMzKYnhoiEcfe4yq5cs48Pbb+Lxenn72i2i1Ovr7+nG5XGgsFiKRCO1tbRgMBtRq9V27S3ai8RSHzx9jfXUdpy+eJRqPIRMEUkwpWM0pTLunmfV5KMjMo2uwB7lMRltvB6lWO2NT49SUr+SzWx/hQnsTFzubWVO1igxHOk57GnqtHoU8mQW8sb0Jh83BtHuaKfc0Bt1HS+a5xO8nFo/xvd/8iMy0DPRaHccaTlKYnY9aqWZydgqTwYgoSqSYLHgDXkRR5J//7QcEQ0HS7S7cfjdP7nocu8XK3uP7QIIMRwYpJgsFWfmIksg9qzYRmAtgMhhZv2Id9a0XyErLXJRAvlMsCA9cbfcwKzuTP/rTbyKXy0kkxMWUJYIgQxCgqKiQ117Zw+ef/CyCICATZKxeW4tc/m6g+EJchlKpXPxMEASefPpxBEHgP/23v0QQhHklShGFQo4kJvOSLOSV+iBxhBvZ9VwyNJZY4mOOXq+nrKyM5pYWxEQCrVZLNBKhpqaW8+fOEY3FGBkexmg0kUgkiMcTzM3NkZqaSkVFBefOnWNqagqbzUZdXR06nQ6ZXMbQ0BC7d++htqaGYCCAWq1GmF8Nraurw+f3IQvIsFk/PvKYNxuVUkVFVSUdbe0IgoDZZCYYCLJpyxZOnzyFzWajs7MDg8GAJEqIoshcMIjRaKKopIQL9fWMjoxQUlbG6rVrUCiVKJVKjEYjRcXFjAwPs+eVVxFkAhVVlYvPYIlPLoIgUFFVxbEjR/D5fNhsyaDu5dXVDA0Osqx6OQfeehvbvCytJEkEAgHkcjkZGRlEwmE6OzuoXrmCFStXEA5HMJnNqNVqCosKgeQkJBaPkZmVhUIhJxaLE41E7srg8CxnFkadgfrWC8hkMkLhOVypLgqzC3DaHBw4fQhBENBpdSTEBHPhEHExgVFvJMVooXOgi3giTmFWPjqNjhxXcjdQp9Yil8nQqDToNDryM/NIT3Ul5YT9tz5A9tOMXC5nWVElFzqakMuSSfV8AR/3rt7CuZZ6inOKqG+9QGZaetLQkCSCc0GUSiX5mXlc7AoyMDpApiOdVRW1gIRGnYyD02m0zIXnONV0Bq1Gy8WuFuwWK6FwCI1afd2Z6T8K75+wSxIcPniY5SuXY7WmXPU3C/k3FAo5u195fd5dEtIz0hnsHyQYCBIJR9Ab9CQSCfa98RZ+n5+NWzawb+9brKxZwcraagCaL7Zw6uQZqlcso6uzG6PRyP0P7kKhVCCKIkcPHyO/II8j7xxlcHCYJ576LCVlJSQSCfbu2YfH42H1mlUcPXwcg0FPPB7n2a88c933YcnQWGKJjzkajYa1dXXcu/VeIpEo8XgMlVKFK92F3W5DEiV+89JL2O02vv3tbyGKIoFAAACT0URmViYFBQWoVCp2zgcgA6jVGsrLy1CqlNx33324PR6ys7Nob2+ntLSU8fFxJFHCarvODLqfIBRKBbWrV1OzalVy2z8QRK1Rk5bmJNXhQKlU4Q/4MZnNPPfVrxKNRhBFkWAgSJozjTRnGuWVlWi1WrbO+9UDpDmdeD0elq9YyfDQIH6/n0QiwZZ7712M8Vjik0tlVRV2ux2ny8nY2BgGgwGj0UQ4HMJsseB2u5memubebVuJxWKYzWb6+/opKi5KZhXPz0OpVLJx8+bFc0qSxL3bthMKzZHmdNLd1UVpWRnDQ0OoVCpM5rvTbz3D4eKeVZvJSc9maHwYg06PQq7AoDOgUqrQa/XsPvwG1SXLWF+9FovRQvdgDzmuLCbd02xYsQ6VUkVlYQWVhRWL55XJZDy29RFcqS4qC8vJSHWREEWmPTOULiXtu6XIBBkry6spySvGqDPg9rnRarTYLXaynJnotXo8fg9GnYFnHniScDSCSqFkyj1DtisLhy2VsrwSdFodW9dsuezcpXnFJBIiMpnA0PgIRTmF9Az1srK0GoPOwMNbHrht9ezu6kGpUNDfN8Dk5BQT45MoFHKGBofZuGUDne1dhMNhIuEIj37uYTraOtn/5tu40l089czjTE/PUL1yOXtf34dGoyU7N5uO9k4CwSB6Q1I0pKikkAP7D3LowGHUKhWRcHjx+ja7jR27trHnldcxmo2Mj08QiUZQKBWEQ2EuNTXjdKXx5DOPc/Ctd8jOnU8WKkHNqpU0XbjIy799lazsLFwZLi41Nd/QfVgyNJZY4i5DFEUGBgbIzc390G1KURSpr6+ntLQUv99PTk4OszOzGE1GpqamCAQCFBcX88QTj+N0OhmY19JXqdT09HRTWZlcJXe73YtB3bFYjLa2dtLSHJSWlhIIBFCpVYyPj6HTaamtrQWgsLAQt9vN3NwcU1NTxONx8vPzGRsbIz09fbHskiQxMTGBxWKho6MDl8tFKBQiEokQCATIz8vHkmK5pff0RnDPziIIApaUq688QXL1uai4mOnpafp7ewmHw4hukYzMTHJykxmM79m6FZPJhEIhZ3LCTWl5OYlEgoDfT82qZIZiSZKYnppCq9VysamJWCxGaXk5E+PjVFRWLUoaSpLE2Ogogs1G/blzmEwmXOnpjI2OUlJWtqggJEkSE+PjmC0WOtrasNnteNweKpdV3ZZ7t8TljI6MYLXZrimL7kB/P4lEArVaTTyeIDMri7HRUXLz8hbdm9bU1TE5MUGa00lbSytms5mEmKCttZWaVasWXSkCgQCJeAJREhkaHKSwqAhvn4e5YJAVK1e+236npohGo3jcHmampykpK2VycpLU1FQU87k2FtpemtNJX28vKpWKrOxspiYnmZqawmq1LooZ3AgznlkUCgVmw+VxIjqNjtqKlQCkpiSFFSZnp5hyT5GXkUdqio1nHniSLGcmCTFB10A39hQbSqWKcCRMQWbe5X3RzCQqpZKLXc3kpuegVChYXlxFIBSka6Cb0rwSekf6UCqU5LiSstLxRILOgS4sRjO+gI/J2Sl0Gh2ZzgyctrQbrvMnCUmSGBwbItOZgVz24Tl/AnNBLEYzU+5pCrMK8Pg9uP0e8jOS496uddtBEJDJZFjUWvqG+ynJTSafzXFlL7q2xeIxWnrayEvPIRiew+PzkJuRQ2d/N7kZOWhUaioLywnMBbnU1UJhVj5tfR1YjGY0Kg2DY4OU5JWgUamRJIn2vg6m3DOkpzoZmhjBbDCRmmInMBdgLhyiMCsf8zUGkzvSHOx+5XWcTgcz07N0d/XgSEvF4/YyMz3DpYvNdHV0YzIbWb+pLuk5/O5/EACtVkthUQEIoFKpqF65nK6ObhyOVCDp0VBUXMipE2e4/6H7aGluZe36NYt5Ntpa29mweT315xpIJBKIYtKdSqfXkV+Qh4DA8NAIlpQU1GpV0v1KIScYCGJJMeNKd1FWXkLD+QvcgNcUsGRoLLHEHUWSJEZGRkhNTWViYoLJiUlsdhu/+fVv+OznPoter0ej0TA4MEhGZgY2m42GhgZmpmcoKi4iPT2dV15+hWe/9Cw/+P4P+Iv/8Bf8/f/5e5778nMcOHAQnU6HUqGksKiQyclJ3n77bSCpauRwOHA6Z2hquojP5+Ub3/gGAI2NjXR3dXPk8DSu9HR6enooLytjdGyMnJycRZ/PUCjEP//zv7Bt61YuNDZi0OsJ+AP88sUX+Zu/+c7iZGdqaor/9T//F89+6VlGR0c5eOAgWdlZ9Pb0YjSZiEQi1NXVJW/IHfIKmgsGCYVCiKJIKBRiYnwcr8dLKDTH+o0b8Xg8mEwmxkZHKauoYC4Y5Py5cygUCtbU1dF04QIz09Nk5+Rw7sxZVtTUAMmcJgffepuikuQKaculZnR6PS2XLhEMBnny6aeBpNrIP/zt3/G1b34DpVJJw/nz9PX04HS5GBoY5P6HHgSgr6eXH33/e3z929/m3JmzrN+4gVd/9zJWmxW/z8+6jRuSbWp4mO/+4z/x+FNPcaGhAY1GQ3dX15KhcRuYnZlFpVYttp9gMEhjwwVKSkspryjH6026gkTCYQqLihgfG6O1pQWTyUTt6tW8vX8/Obm5xOMJujo6UGs0pFhTEBMJqleuRJIkmi5coKW5BY/bQ3dnJ729PXR3drNq9arFcsTjcX7xsxcoKi5maHCAlBQrhw4eJC3Nidfr5Stf+yoqVbKc/+d//y1/+M1vcGD/W6g1GkRJ5Gc/eZ6/+i9/jdFoBKC3p5cffe97fOtP/oRDBw5iNJnYcq+Kv//bv2PDpo20tbbyuccfv6Z7FJgLEo1FicVjhCPhpOHgmQagbtka3D4PBp2eiZlJyvNL8c/5Od96AZVSxdqqVZxvaSAhJrjQfhGtWsNntz2avPdeNz3DfXQP9qDX6dGoNGjVGkrzSpLCDVNj/OOvvseuddvpGeol25m12J+19rTR0NZE/+gAM95Z4vE4T+78HBaThc6BThramvAFfERiUYqyC5jxzjIyNcYjt3GF/G5hwWBLMVmYnJ3CG/ChUirZe2w/O+q24kp1Eo3FcPs86LU6MtMy6BrsZmBsCJc9jYqCcl49tIcNK9bRPzJAe18nHr8HqzkFrUpNuiMdq9nKL/f+GyaDiUAwgMlgYnhiGK1GS+9IP1977MtAMonjpa5mmrtbCUfCqJQqzlw6h9lopq2vnSd3fR6A5u4W3H4Pp5rOYLNYmXJPo1VrF/++be29SJLEO2ePkJuejSwtg7nwHINjg0RjURRyBSOTo+xcv51VFTXXdJ9MJiM2m5WKqgpGhkcpKirAYk0hI8NF04WLVFSWUVRcQCgUxp6aSkZmBpVV5e/GSgCiJGK32zAYDPT19NHfP0BGZgaTE1PYU200X2zB4/HwhWef5MSxU+Tn53L+XAOrVtdw9NAxWlvaqFqW3DW36XWcOHaSHbu2IQgCaU4HBqOB2ZlZ8vJzqD/XQEFhPlqtlld+9xoqlYr1G+u41NTMiprqpOrVDbBkaCyxxB2mrbWNfm0/s+5ZGuob8Hq9pFitvPLyK+Tn5zM9PU1bezsOh4P/5//5c1pbW+nu6kar05Genk5KSgoFBQWkp6djNBopLilGLlcQDodxz85iMCZXftRqNbOzs8gEAVd6OuFQiLGxUTZv2sS+/fuJRqOo1WqMRhOdnZ04XS527NjO7t1h3B4PKpWK8+fOk5+fjyiK7N27l3g8TkdnJzMzM4iiSFZ21qLvOEA4HOb1Pa+DIJDuSsdkMqHV6lixYgWvvvIKVyyR3KFg8IQocurECSRJIhgMcuLYcbKys4hGo6RYbZw+eYJQKITf5+eJLzyFKz2dMydPodZoWFlTg4BAbn4+KSkprKlbi8GQvOcKhYKq5cuIhCOs37SRcCjMoYMHiYQji36yMpkMo8lIYVERSqUSp8vFsupq5DI5He3tTE9NLRoamdlZ2FNTicfimEwmGhsakICOtnZKysoACAQCHNi/H0kSyc3PAyS6u7oW83MscWsJBAJ0NXTi83mZGJ+g4fx58gsKGB4aQqvVcviddxgeGkIC/v2f/99MTk5y6sRJ0tPTqamtRaFQsGz5cgRBhiRJdHd2Ur1iBR1t7VSvTK7sV1RW0tXZRVtrK3K5jNmZWcwWM22trVQtX4bVZps/zzJCoTBqtZrWlhZKSktpb2sjNTV10RfcaDJSVFSE3+9naGgIV3o6ZrOZrPcpm2XNt70FV75IJMKe13YjIGAymYlGrj0pWkJMcLLpNPFEgsBcgBONp8hxZRONR0kxpXC84QT+uSDBUJBnH/oCKSYLpy+eRa/VUVu+Ipl0Ly2dnPRsugd7Fs9rt9hYXZnccT198Sz5mXnMhUMABENB9p88gCRJ8xNSJedbL5CXkQvAytLqZDzb5AiTs1OolKrFHUKD1kD/6AAmgwmzwcT49EQyh8e8DOunkdGpMbqHepnxzNA12J003FxZvHpoD1tWbaKp4xKdA11o1Rr+8g//A/2jg5y+eJaqogoqCsrRabSsrqzFbrbS2HkRuVxO92APRdmFpDvSkclkLCuuYmB0EJ1Gx6WuZhw2B4lEnFA4TEJMIJfJyXZlsyYe49C5oyQSCSoLy/nXV37Gf/7G/4/fHnglGeSMwKrKGpo6LpHpyCA1xcYbx/YjCNDS3crOdcn8RqIkYtDpGZ0aJz8zD5kgsGHFOg6fP0ZeRi5j0+PXNUYJgsB9Dybdkb/0B1+87LstWzdf9fiF9xIgNdVOd2cPdfM7FIXFBWxkA8FgELVajVwuZ9cD77rcFhUXEo/HFxPEPvDwfTz06APIZMm+JJFIEAwEF3f4Vq9NLkxkZWcCyb5Aq9Uil8v58//47xfLtGpNLc0XW0j5PXElH8ZSOswllriDCIJAZVUlhw4dwul0Is6vrikVChKiSHt7O1qdDrVKRbrLhSAIrF27locfeZiionfzLygUCpRKJXKZHJVKRSIRR61S4Uhz0HypmWg0SiQSwWwyYTKZ0Ot0GIxGJienOH78OPF4nPb29nl3Cz/ZOTnEYzH27dtHLBZFp9NhNBoJh8P09/cvqlt4vUlFkMyMDJRKRVIyV6FgcnKKmZkZ4rE4KpWKqakpTp46xYu/fJFoNMr+ffuIJ+LEY7E7ePffxWAwEIlEUCqVTE9PY7NZiUaiWK1WWi5dJBQKYTAYMJlMGE0mLBYL9z34INt37kT9HneYzvYO8goK6OnuJpFIIAgCKrUaQSZw9NBhgoEAobk5YrEYw4NDdHZ0LN5LlUoFgkBnewf5BQUolUoUCgWFxUWMjowA889ZoUSr02EymZArFMRjcXLycunq6MDn8xGNRFAqVUxOTHL6xAl6e3qI3SX3+dNARkY6bS0tZM+7FZnMZhKJBCkpKZw/exYAnV6P3W5HrVaTlZXNgw8/zIZNmxDmM1RPTEzw/I9/DEiYzWZOnTiJVqvF7/cn+4f5rL9Vy6rQanUolQrMZjMarYbOzs53255KjUwmEI1EyZt3a8zIzCSRSFzW9pQqFUZj0thVq9XIZDKUKiXBQICR4WHg3T4mKyeHVIcDUZJQqZRMT08xPT11XffIpDfiD/rRa3VMuaewma1E41GsJisXOy8RiUUx6PSYDSYMOgNWUwoPbNzFtrX3olIkJ/8CAmqlCplMTtdgNwkxwYxnhh+//FNEUaSioByNSs3w5AjegI9oLBm7tpAR3KAzEomGGRhLupOeb21gfGYCX8CP1ZSCTqOlpactGVMVCpKe6kIhk2MymNDr9IjSp1f9TRAESnKLOVp/jPzMPHxBPxq1BkkCvVbPhbYmVEoVGpWGNFsaMpmc8vxSHtx0HytKly+ep3Ogi/aBTuLxOFq1BnuKnVg8RiweS7ZfpSopABAJUZhVwKzXTSIhMjI5Sltvsv0OjA5ysbMZpTwpu97c3cK2tfdw8OwhbBYbQ+PJ9nvk/DGONZxg1ufmSP0JEmKCUDhMfmY+PcO9zHrdyAQZKaYU9Do94WgEj99LRloGopiga7CbzLSMG7pX1/rn/Tz06AOsqVvFuTP1dLR1Eo/FkSQJrVaLIAiIokg8HgeSbtSRSDIGUK/XMz42wY++9xPe3ncQgFMnTvODf/kRM9Mzi9d6//WNRmNSKXHeZU0mky1+V7msgme+9NR11x+WdjSWWOKOk5aWxrf/6NuYTCbsdjtarRaZIEMmlxGaC2FPtbNp00ZSUlKQyWQUFRUt/jYSiTA1NYXX6+ULT38BlVrF/fffj8Fg4AtPfyG5q+F2k0gkSE1N5fOPJ7eRTSYTExMTZGRkMDk5hVarYWBgAIAVK1aQmpqKxWJZXOF3OByMjIxgMpkYHx9HLpfz6KOPsmXLFjQaDT6fD5kgw2w288Vnv0gsFiMSEbHZbDzzxWfYuXMnMrmM3NxcdDotttoaQqEQe3bvQbiNKiC/D0EQ2PVAcuVnTV0dfr8fpVKFTq/D5/WiVKkw6A1MT0+RlZ2NXC6neuWKy37f293N9p07saSkMD46hiiKyOVyKioqSMz/fXpqiowFqVK/f3ESB7DrwQcwGo1oamswmUw4HA5S0xyYTCbcbvfidZ764jPYbHbWbdyAXq9HLpczMzNDIpEgFo1hs9v5wrNfZMd9u7CkpDA6MkIikeAXP/3p7b6tn0pkcjlffO5L6PR60jOSk3q5XIbBYMDtdid3lgSBcCiEdT5Jns3+7i5gIpFgZnqaBx5+CKVSyfoNG/F6PcTj8UWD0WQy8ZnPPoYlJYU0Z1J4IOD3AzA29p62V5lse2vq6pianCI9I52J8XH0ej1DQ0OL17z/oQcxGow89OgjhObmcLpcfP6JJ5DP58uBd9ue3W5n+84dqDUaLBYLDzz0EGdOnV5cRb1WHtr8AAq5nJVl1UlFIYUSvVaHJ+BFrVSj02iZ8c6S5cxELpNfNkFFgJ6hXh7cdB9ptjQGxgaTfudaHQ9uvg+FTEGmMwO3101CTBCLxbCn2Hj6/ifYUbeVFJOF0ckxTAYj4zOTAKwsq8Zpd5Ke6mTW60YukzEyNQZASW4xRr0RvTb5vvkCPs621F9/4/gEodNo+cbnv4bZaOKrhucWJ6g6tRZvwIfFaCYQSj5XtVJFZlrG4kRdkiSCoTlMeiOrKmpwpKQSCAURRZFp9/SihHd+Ri4ZjnRUSiXj0xM8ti2Z88Eb8DE8kVx8yU3PRqFQYDOnEI3FCIaCOKypjEyOYtQbmXYn229pbgl2ix2rOYWSnEJUSjUalZpJ9xSCIBCNRREEgS21G/EF/ThtaWQ7M1ErVTy29VFCkRB7juxFkN0+/9621nYOHTiMTC7H5XLy2it7yMvPZWZmFrVajVqtYmZ6lqe/9BQ+r4/f/Oq3mC1mvvK1L3Gp6RL3bN3MkUPHiMViNF9s4aFHH+Ts6XMUFBVcd1neawh9kPzt1VgyNJZY4g4jk8mwzisJ5efnX/WY3Nzcq36uVCr55re+iWZ+0AcWz2Wz2ZId9/Q0Gk0ymDgt7d3AxYVzZmSkI0nS4u9lMhliQuTChUbq6tZiNBo5d/YcBqOBnJwcUt4THL3wm/cGuTocjis6otT5wLX3ulVJksR99923+N2dZsG1SKvVXqbs9N4s6gtuaO9n1XxCtYWJY0lZKV2dnZRXVKB7j8vSQkbnhR0M63uyMaekpCQzt7s9WK1WYqLIyPAwYnr6YvZwQRAWsz2nZ7y7umYwGi+75+89Lic3l4Dfz1f+8A9v/OYscc0IgoB5/r1wpbsu+854DQnxHn3sMSRJuiyrtyXFgiiKtLa0YDabkxOr+YzzC21qQZrWZn83S7hOn5TA7O7qorikBCQJ9+wskxOTVK9csXjcQp9hUVkW32l7aupl/YIgCDjmy+R0vVsve2oqK2tr0Oqu3Y1IEAQMuuR7oVFrsJnffd9M7wkGN+qNV/39+uo6WrpbCUVCWIwWqooqEBDQaXRUvUdZyqgzXPZehCJhmrtbWFZURbYri9GpccamxslxZaHT6MhNT2aadtrTkCQJW4oNgeSK7ntXs406A2sE4VOda2MhozpAtutyN7uFYGmT4fe39688+ixGnWHxGK0m2X5TrXbaezsoyilEo9agUSfHlgUXNwCb2YrVnLK42p6VlsGUe5rm7lbqlq9GqVASCoeYmJlcFBJId7hId1z+PgLkanMuy21hMpgWy2Sbz0Zus1iRJIn7N+zEYf3g8UqukBOPxxdjfz4Krc1t3LN1Cy3Nrbhn3WjUapovtrB8xTLGxyaw2azMzrgJ+P3I5TJ0Ol1ytwMBjVZLMBhEMV8elUpFwB+4JkGKayERT1zm5vVBLBkaSyzxMUYmk5GXl3fF55Ik0dzcjN/v58iRo8hlckZHR6leUc25s+coryinu6ubrKwsikuKOXToEBPjE6ysWUlhYSFvH3ibtLQ0WppbsNqs9Pb14vcHyMvLuyZf/2vpYAVBIGdBTm/xw2uu+l2FwWjEYDQiiiIX6uuJxWKcOXWKSDiM3++nqKSExvoGKpdV0drSQmlZGRmZmRzYvx+v18e6DevJzMriyKFD9PX08s0//iPa29txz87S3tZGdk7OhyZU+6B7vlA+uP7VqCVuL/bUyycykiTR19vL6MgIp0+eQqlQ0tvbQ+2q1VxoaCA3L5fJiQn0BgPVK1Zw7sxZ+vt6KSouYWVtDZ0dHbzw/E/5b3/zHXw+Hw31DchkMjKzsy5beLga1zpR+ihqU9eLx+/lfEs94zOTSJKEN+CjLL+EKfc08Xgci9HMyNQYG1asY2p2ihONpzEZjOyo28rY9DhT7hmON57k4c0PcOD0QVypLs61NLC5ZsNl1xEE4ffmrBEEgQzH7avzJ42r3T9JkhgaH6Z3pJ+G+ZwpPcN9rKqo4VJXM65UJ76AH5lMRm35Spo6L9HR30lueg5rqlbRPzpA91AP9hQbBZl5nLp4Fp1GiyvVtZg75YPKcy1lzpk3RD8Is8mMzx0gHo9/5CSY6zeu46033yYjK4Os7CzaWtspKCpAp9cRj8dxupx4PF4MBgM2u40//rNvLZZ1eXUVr+9+kxW1K2hraWfV2loa6i+w6/4dH3LVDybpXh1EkGSLMUwfxpKhscQSd4QPzr75UQkEAhw9cpS6dXUkEgnOnj3LyVOnGB8fp7e3l1g8zvnz51m3bh1FxUUMDQ3T39dHfn4+8XiccChMXl5+0rVHEEi1pxIOhwmFQrcsqFiSpNubjG5eLvZmrDwtMDU5SVNjI1XLlhOPxTl7+gwN9efZvOUehoeGiEajXGy8gF6vJz0jg4H+Aaanpli2POkWsmLlykV3qunJKTKzsxkZHiYei921mZuXYL4t3Rqf/Xg8zr69b7Jh4wbi8TiNjRc4feIk42PjDPb3Ew6FaLxwgfKKCqqWLWNiYpyuzi4sluRqc2FR0eLuRzAQQKvVotVp8Xo8H2po3BCSdNUFg6SKzkfv894+dZB0RzrRWIThyRHa+jo423welUpFRqoLb8CHbN7VKhAK0jXYjd1iQ5Iksp2ZIEmcvnSOhCjiDfjZXLuRs83nP3K5Pq6LJNeDIJB8vrcAURJ549g+6pavIZ6I09zdyumLZxmeGGF0cozqkmW09LSSn5lHdclyptzTdA10o1ElV+iXFVUiiiKTM5Okp7qQy+Q4rKm4vbMfamjcCL9v3FAqlVSWVXHq+BnWbaxDLpfd8PjiSndeFkS+dt3qK4652mcAZouZp5998rLPKqsqrnrstSJJEtFolOOHT7Ju1UZksmtze14yNJZY4g6g1+vwer03bRvz/ahUqqQaUXsHapWKyclJ7DYbVquV0dFRxsfGSEtLo621lZ07d7Br1y4i4TAp1hRUKhUpVitHjx5l7Zo1yGQC7R0dqNUqTNfg+nGjzM7OYjLfuvO/H71OR8Dnv6nn1Gp1zAWD9Pf1olQqmZmexmq14UhLY2CgH7/Ph8lsprOjg3UbNvDwZx5N+o/Pu7vIFQrUajWjIyNYUiycOXkSo8mEWq2+aWWMx2JIYmIxP8ISH50Ui4XWrs6barQuIJMlXSIuXbyEUqViamISS0oKBqMBq91GX28vWdnZdLS3k0gkWL9hA9UrVizuYMlkMrQaDXNzc7jdbrweD263m3vuvfemlhOSExG3243JeOV7rFAoiMsSi/EjN0qqNZVLXcnEYf5gICmAoVSR7cyitbeN6pJlXGhvwu3zkOPK4tmHnkapUMyrGvVyqukMeq2Ott52MtPS2XfibTasWHfD5QGIxmMI6hufUH5cMFnMdAaHbkk7X3Bbauq4hFwuZ8o9jdlgQq/VkWZz0D3UQ44rm86BbmLxKKsqVlKSW4Rem1z4Ott8nt7hfrJdmYxNjRNPxOgc6OLxnZ+7qeVcYMY7i8VmuWo9ysrKicXjvPXGAbJyM9Fqb804f7vx+wOMDIyxumYNLteVbmi/D0Fa2kdfYonbztTUFKfPnGLXrl23ZMK3EMQtiuLigBCPJ9BoNASDAYxGI8HgHBqNelHB4r2Ew2Hm5ubQ6/WIokg0GkWhUKDT6W7JYBqJRHjjjb3s2rnrtsmwSpLEwXfewZWTTU5e3k2plyRJ+P1+5AtygqIIkoRaoyHgD2C2mPH7fOgNBlQq1RXXTCQShENh5Ao5giAwNzeHVqtFrVbftPI1nDuPRaejqqrqEz8xul0kEgle27OHtRvXY0lJuen3NRwKEY5EkMvlyOVyIuEIGo2aUCiMTqclGo0ik8nQGwxXXHshcZ9WqyUSiSCJEpIkYjAab2o5JUkiHo/z1t432bblnsXYjvd+f+7UWWSDMSrzy2/42olEAo/fi0atRi6TEwzNoZ534UiIImqlirnwHBaTBdn7hCZEScTr92LQGQhHwqhVagJzASxGyzWvzl6t3mfb67FWu6ioqvhEv1OJRILXXnyFdRm1WIzmm17XSDTCXDiEQq5AIZcTioTRqNVEolHUKhWJRAJJAqP+ynYeT8TxBfyY9EbC0ch8osU4Jv3NbeeQTBK478JBtj+1azEe6/1IksTc3BzDw8OEI+GrHvNxw6A3kJmZedWx64NYMjSWWOIOsBBDMTg0QF1d3S3dKbjbmZmZ4eSJU1RXV19TNvSbSTgc5s39+8nMy6WwuPgjrbTe7UQjES42NiFGItyzZcsnuq63G0mS8Hg8vHXwAMtXriQjM/O2qtPcDXg9Hs6cPEV5SSklxcVXfY/j8Thvv/4WpoCGytyyj707YCQaobGnGVxKNm/bgkx+5xX0biWSJOGedXPg5f1UuyrIsKd/utq5BJ6Al9Nd56ncspyikqu38yUuZ8nQWGKJO4QkSYyPj9PY1EgkHOb9Tr7J78cIhULk5effkvgFiWQW6czMzCuuf3uQ0BsMrFyxEqvVekc67VgsRtPFiwwOD11/3IwE4xMTqJRKrDbrhx9/jUSjMSYmxsnMzLoip+ENIYFCIaekqJji4uIbXr1d4vcjSRKhUIj6hnqmpmc+MB7B7/czMjJyS56FKIqMjY6RkXn9mv8fBb1Wx8p5aewPeo8TiQRtLW30NHeSiCRuejmi0Qhut5u0NOdNOV8wGGB0dIyCgoIrnpVCq6S0uozC4qJPzTu1sFJff6aemeFJJPH2TyFHhkdwuVy3xLCLx+N0dnSSmZWZdAF8X1PWWw2sWFvzoe18iXdZMjSWWOIOsxCQ/F48Hg9nz55N5nVYswaj8eoyjx8VURTZs2cPDz/88B3pNN+bOOhOsnD/r7c7HB4epr6+np07d97UeBtRFHn99dfZsmXLTdvtulvu9SedD2pLoijS0tJCT08Pa9euxem8OZPh91/jdr/T19u2bvR9uxZGR0cZGEjuFN8MRFHk3LlzeDweNm3atCgjDJ/ud+pWPsMP44033mD79u3XrHp0vYyNjXH27FmcTifV1dWLMXKf5uf9UViKBlxiiTvMghb44opofT0ej4fVq1fjcDhuaae2ENS3kAH008qNTJRGRkaor69n165di3lKbmZ51qxZw+nTp9m5c+en+tl83LhaW5IkiZmZGY4fP056ejoPPfTQYoKzW3F9mUyGKIp3rWvSrZyw+Xw+LJYbj7l4PzKZjLVr1zI0NMSbb77JunXrcLlcn/p38k5Puhfa+a0gPT2dhx9+mK6uLvbu3UtZWRklJSWfml2rm82SobHEEneYhSDK5uZm+vr6WL58OevXr180QJa4u5AkidHRUc6dO7e4k3ErFFicTictLS0Mz7u2LbWFjx8L73Z9fT1TU1Ns2rSJlFsQLP5+1Go14XD4rjU0biVer5esrJsrZyoIAllZWdhsNg4fPszo6CgrVqxYinP6hCIIAnK5nJKSEvLz82lsbGTPnj3U1taSkZGx1BdfJ0vm2RJL3CEkSUIURXp6eti9ezcymYyHH36Y/Pz8T/0Ow92KJEmMjY1x5swZdu7ceVXFrpvFwq7GuXPnSCRuvi/7EreWhV2v3bt3YzQauf/++2+LkQFgMBgIBAK3/Dp3GwsKW7fC1VQQBPR6Pbt27UKSJPbt20cwGFxKgPkJRhAEVCoVq1atYuvWrbS3t7Nv3z7cbvfSc78OlnY0lljiDrAQCH7u3DmsViv333//LVkZX+LmsWBkLLgz3UojYwGDwUB2djatra1LcrQfEyRJIhwOc/r0aaLRKDt37kSv19/WeAmz2YzX670urftPCqFQ6LI4ipuNXC6ntraW0dFR3nzzTVavXk1WVtbSu/kJRhAEjEYjW7duZXJykmPHjpGSkkJtbe3SuH0NLBkaSyxxG5EkCa/Xy9mzZwHYtGkTZvPN1yNf4uayYBieOpXMfXK7cn0IgsDy5cvZvXs3hYWF6HS623LdJW6MhR3KpqYmVq5cSd5Nys9yvZhMJiYmJm77de80C7vEtzoZpSAIpKenc//993PkyBHGxsaoqalBLpcv9eWfYARBIC0tjQcffJDe3l7efPNNCgsLKS8vX3r2H8CS69QSS9wGFgK9T548ydGjR6mqqmL79u1YLJalzukuR5IkJiYmbruRsYBCoWDFihWcO3duabv+LkWSJHw+H/v372dsbIwHH3zwjhkZkDQ0fD7fHbn2nWQhsejtuO+CIKDT6di5cycqlYq9e/cSCASW3tFPATKZjIKCAh566CHi8Ti7d+9mYGAAURTvdNHuSpYMjSWWuAUsSNYuBINevHiRvXv3Lq6GOJ3OO25gJBIJGhoaaGlpobm5eWmAvAoLRsaJEyfYsWPHHdlREASB3Nxc/H4/jY2N9Pb23vYyLHF1JEkikUhw8eJFDhw4QHV1NRs3brzj7hRarZZQKPSpe6fD4fBNlZm+FmQyGdXV1axevZq33nqL/v7+T919v11IkkRbWxstLS2cP3+eeDx+x8oiCAJKpZIVK1awc+dOBgYG2Lt3L1NTU0vP/30sGRpLLHGTkSRpsSPs7e1lz549iKLIww8/vJj06U4bGQvl/Lu/+zv+6q/+ihdffPFOF+euQ5IkJicnOXHixG33s38/oijS29vLfffdxwsvvLA0kN0FLEjWvvHGG0SjUR566KG7YgEBQKVSkUgkPnXtxOv1YjKZbvszWHCpeeCBB+jq6uLkyZPE4/FP3f2/Hbz22mv85V/+Jd/5znfuih2EBZGATZs2UVdXx7lz5zh8+PCSUMB7WDI0lljiJiJJEv39/Tz33HN8/etfp7e3l507d1JdXY1SqbwrJiELyOVyHnnkEfR6PQ8++OCdLs5dw8JO1NTUFMePH2fHjh131MiA5GCm1WqJRqM0NTXdFQPspxVJkojFYpw5c4aTJ0+yYcMGamtr75r3e2FyI4ois7OznwrFsgXX1ImJCfR6/R2Z4AmCgEajYdu2bZhMJt544w18Pt9lu9tLfDQEQWDXrl0YjUYefvjhu0q+WRAEbDYbu3btIi8vj/3799PQ0EAsFvvUP/ulYPAlbiuSJBEMBgmHw3e6KLcEr9fLt771LZqbm3E4HIiiyNzcHHNzc0DS395oNF7TrsbChCYQCNyyiWV5eTlr164lIyODmZmZW3INuVyO0Wj8WATLLchWxmIxYrEYO3bswGAw3HC5RVEkGAwSiUT4qEPNww8/jFwu5/nnn2doaAi9wfARz/jREUjmbNDr9Z/oZFYLimM6nY5AIMDZs2cpLi5m1apVd2UuhZdffpm//uu/Ji0tjZdeeomUlJQ7XaRbzttvv82f//mfU1xczA9/+MM7prglk8morKzE6XRy8OBBli1bRiAQIDMzE7vdfkfKdLNZcBn0+/0kbrP7ks1mo66ujhXV1cxMT9/WawsyGQaDAZVK9XvHBJlMRk5ODpmZmbS2trJ7926WLVtGfn4+U1NTpKam3pV9xq1EkD7tptYStwVJkvD7/Rw/foyElECn03GXzzlvCL/fz+zsLFqtFq1Wh16vu2wCFo3GmAvMUVu76gMlEUVRpKmpib6+PswWC/JbNIkT592D0tLSuFWPIx6P4/P5qKiooLi4+K42Nvx+P/fddx9tbW28+OKL7Nix44bKK0kSHo+HoyeOkxAEtDcptmNhp8VisaBSqW7KOT8q4VAIIZFg0/oNty1PxO1mdnaWp59+GqfTyRNPPMGGDRvu+C7X70OSJFpbW7nnnnuorq7mjTfeuKtWfm8VFy5cYMOGDTz00EO88MILd/z9kCSJaDTK7373O/7qr/6Kz3zmM3znO9+55YpYtxpJkujp7qHx8Hn0CQ0K2e2vz8TUJKk2+21f3BAlCb8YJHt5HjVraj/UYFiQuq6vr2dgYIDvf//7/Nmf/RmPPvroJ3ph5v18vFv8Eh8bgsEg+9/ax7oN63A4UgFuySAdDAbp7Oyiunr5B55fFEUEQSAajVJ/voGMzHSys7Pp6Oigo72DdevWkTpfzpvJQsdz6OBhEokEubm5V5RTkiROnTqFTC7noflV7GvZ/XC73TReuEBJaSlGoxGTybT4fSKRoKuri3g8jkatprCoaPF38O6z6OjoID8/H6VSedl2b3d3N7Ozs6xcuZJIJMI777yDy+Witrb2mndmjh07RjQapbKy8q6doB04cICWlhY2bNiA2Wy+4XP5fD7ePPA2dVs2k2K1Xld9J8bHOXvqFFnZOVQtX4b8fROT9z+zD0MURTrbOygpK0UQhMueq9fjIRaLkepwMD42xrnTZ6ioqiK/sOCayytJEh63m30HD3Dftu2fuNXzSCTCX//1X3PgwAEyMjL4i7/4Cwx3wW7S70MQBEpLS3nyySfR6XQf+4nttZKdnU1RURF//Md/fFcYVgvJ3txuN4FAgB/96Eds3bqVnTt33pX937UgSRLtrW30HGlne+kmVMrfv7J/vecdnBhmbHqcqoIKdJpkHpTOwS4KMwsum9AnxAT9pgHyM/IW+zMJCQEBQRDwBrzE4nFsZiuXeloYGBtiY/U6LMYb78/fW05RErnU1cph7yHu2XnvBxoMCy6v69ev58SJE5w+fZo//uM/JjU1lQ0bNnxs28H18unogZa4o0iSxOnTp1m1ZhUOR+ote7kkSaKhvoGjR46Rm5vD4OAQU5OTFBUXMdA/QE1tDSqVir7ePoaGhtm4aQPjY+MkEnFee+U1vvntb3Lu7HkMBj1K1a0ZqBY6nq3b7uXNvfvIzMy8YlCcmprC5/ezY8eO61r1eOP113Glp7Nv3z5aWlr40z/9U/r7+0lPT8c9O8vk1BQXm5pYvWYN3d3dBIJBVq1aRX9/PytWrKCtrY19b77Jn/7ZnxEOh2lvayMvPx+Xy0V/f/+i/7NKpaKvr4+8vLxrrrNKpWLz5s28/vrr5OXlXXWiJkkS0UiUixeaGO8dRYzfXt9ycd5t6iuPfYk1a1Yz0THC7o6XLz9IEDDYTCxbvRy73X7VtixJEsdPnmT1xg3XbWQAdLS2EQwEGRsdIR6PIYoiWp0Om91OJBxGJpeDJDE4MEBGZiYej4d4LA5IKBRKUtMciIkEU5OTlJSVcbGxkeOHj/B//b//kbGREbq7uqhZtQqtTsdLv/o3cvPz2L5rF23NLfh8XtQaNZIkXXO5BUHAkpLC2s2bOH7yJA/ef//vvS+BQICmpibcM274mGymD4+M0NHWwROff4LKykouNV2iq73ziuPkCjk5ebmUlJR84OR+4T40Xmxianb2lt2GnMJCvF4PL+/Zc2su8B4EAWyWFFYsX47RaPzQRZ6Bnn5aDzcRnpq7ae0gkUiw2rqMobc7eflw30c4k4DSoqZoQznFlSUf6Oa6IGvcVN+IZ9pz1bo4zQ7+45/+BWfPnuXfnn+RuZnAXWn8yRRysvKzKa8s/70SweFwmOYjTewqvwel4uaNkeMzE5xoPEVpXjEXu5sx6gzEE3HeOX+EJ7d/js7BbnJcWcx4Z1HIFbx08BX+69f/P6LxGL0jfUzOTrJh+ToSosiL+39DSU4x99Rs4mxLPS572k2734IgIBfkLM+v5GjLSYaHhsnOyb7qsaIoMjAwQHtnB5FoFIVKxVNPP834+Bjf+8H3GZ+cuOO7bteGgFajoaK8nPT09Buav919rX2JTxzxeByf30t6uuuWWvCJRIJDhw4D8PqeN4jFYkxMTPDqK6+hVquZnJzinnu20NjYRF5+HnK5nOycbGLxODKZDLlcjsloZC4UoqHhAvfee88tK6tKrSLVkcrU1BTp6emXfdfT00NlZeV1GRmSJLFi5UrGxsZQyOUYDAae/8lPkpPQRIJ77rmH5kuXAGhoaKCkpIT2tjYuXbqEz+vl6NGjlJSUkEgkEEWRxsZGJFHEaDSiUCioq6vj2NGj5ObmMjo6it1u58Tx45SWll7z6qFcLqewsJChoSHKysquKL/X6+WtF/dSJMtinXUZMvWH+7GKooiEhFyWPDYWj111AJQkkWg8hlqpAgRC0aT0p1alIRqPoVKoEATY8JkVKOQf1C1KeKd9HH3+bUp3LaO8quKKNh2NRglGwthTb9CoFiAnLw9Xejo/+cEPmAsGicViVNesZHJikvSMDHxeL+WVFXz/H/+JDVu20HThAk6nkzSnkyPvvMPE+DiJeBxXRgY1q1YRj8eJRqNcqK/HZrOjUquT+TlqVuLxeIBkm9RqdZw6foLPPvH49RVZELDabEQScSKRyBUSo5IkMTIywunjp6hZvpKVpdUfuS8QRRFREhefVzQWQ3WVtihJEpFoBLVKDQLMzYWQJBGtRks8HkepUpKIJxBkwlWfvYTEc08++6HlicVjdHR28OYbb7Jj1w7UavVVyzIyOsKhUycpXbmCldUfLdv7QqC3XC5HAuKx2OL7WANIooRMJiCKIrFYDJVajSRKhELJmLGFDNqCIBCLJftBheL6/cclSWJmaprX3trPplWryc7Ovmq9EokER14+iPe7PZTNZaMRjNdXXykBCMgFGRIScSmOUnj3mdfyDLJ9MkREYmIclUyJgEBMSsYRKIVrm/LEpBhdvzpJ11Ot7Praw1edEEqSxED/AOcOnKYmbznV+eW/3x24DL6y/Znff7339FuiKCJJ0lXdcmLxOALJWL9YPEYkGkUul6NVa0gkEshkcqKxyA3tNCQSCbr7enm9bTc7H70PrVZ7xTlGh0fI1Dk/pI+8fsZnJ8lMy6C6aBk9I30caTiGQq5gbHqcPcffpDi7kO/97sfUlq3goY0PkGK0ADDrnaWlp5Wi7EIEQeDA2XfwBnxMuacRJRGL0YzH76Wlt401FbU3rbyCIFCRWUpna+dVDY1EIsGRo0eJCxLVa1aj0WjYvH3buwdIEtfiOy5JEol4HMX8Ox17z/t9+YHJnVeVOvncQ3NziKKIWqNJ9g2ShEwmI5FI3FB8SDAQoKG+nuGRYVavWn3dbWvJ0FjilrOQqfVW+yROTExSVVVFWXkpRw4fJRaLMTU1TVZWFuFImKzsLKKxGJFwmHNnz1FZWcHQ4BC/+MUvWbVqFS3NLWh0Wvx+/+IAfKtYUCiJRCJXfDc3N3fdSeEkSaK+vh6FQoHP50OtUuFISwPAaDTicjrp7upCAtyzs7z22mts2riRSDSa7DQrKhgbG1vUJY9Fo/T19+NKT8dgMPDd734Xk8mEq7t7MTdIMs7m2juchQRX3vmJ7XtJJBK887u3qDMtx2r4cD9/URKJRCNMeqYJx8Jkp2Yil8m51N/C2tJVRGIRovEoSrkSjUrD8ZbTNPZeYnPVesqyivnh3p/isKRSkllIU28zhen5VOSUcrDxCM/c+8QHXtthSWW7cSMH9h3D7kglzZl2edlE8Qp3p+tBJpNz9NAhnC4Xm+65h1PHj5NXUIB7dpbqlSsYHRklPSOD/r5+HPPGhT3VTkZWFukZGYwMD5ORmUk4HKagsJDB/n5kcjmJRIJYNEbThQsUlZbgSEtDqVShUCjo6epOTl6iUUxm04cX8vegVKuJRqNXGBqhUIjTx0+xa+sudB/x3VpwP5yZncHj9VCQl3StuHjpInVr1hKNRolEIygVSrRaLafPneH02dNsqFtPVUUVr+x+hc7uTrZu2Up7RzuFBQWMjo4iShJf+dKXb3gSpVarWVm9kr7+Po4dPcbWbVuvaMehUIjDp06yfud2NFeZyF0roigSCUcYHR5GoVDicDmRCQKtFy9RW7eWcCi0aFgoVSoO73+brvZ2tt6/C7vDwav/9htGhob45r//M97Zt5/yZZWcO3katUbNY1946qpG0ofhyszAlmrn2Jtv8YjVitF4uREhSRKXzjYR/odBVifKEOTXXndREomIMUaik6gEJalKKzJBoG2ulxpDBWExQkxKoJYpUQoKDnnO0h0aZFtKHenqVF6efhtJknjcsQuN7MPrpkLJ8kQhvT8f4aTzKJsfu/JZBgIBzh04zc6VW9Gorv9+SZJELB4nnojT1HGJ5SVVyGVyZjyzRGNRcjNyCIaSEql6rZ5oLMqv3vg1kgTPPvIFOvu7eef0IXRaPbUVKxieGCUnPYszTecoyi1kW929192+qgorsE1ZObz/ELseue+K34fDEbTKm58jpjAjj5cP72bKPY3dYiOeSBCLx7EYzNjMVnpH+nGkpJJmTUOpUCQXDYBoPMZcJMy51nrK80qxWWyoVWr8c37a+jrQqjWEIuEbej4fhk6jJeQNXfG5JElcvHQJpU7LmlUf7lp8NRb6uLlgkIH+fsoqKpDJZLQ2N1O9ciWQjI2Ty+Xo9HraW1s5+PYByisr2bRlM/v3vklLczOPPf555uZldpdXr+CXP3+Br37969dtbKjVau7Zto3jR47S29tLQcG1u9bCkqGxxG3gdukNpKbaeeDB+1EqlVjMFl566be4XE6+8gdfJhaNYU+1E4vF2LBpIwqFHLVaTUZmBl/+ypdRqZTodXqKS4rxeX3Y7LbbUuabhUwm46mnnmJ6ehqb1Upwbg6dTofH48FgMKBQKCid30WIx+MEg0EEQcDhcOD1erHb7fh8PkRRxGQysWLFCioqKxcVMp566ini8TgWiwWNRkNWVhZ6vf6mqWeMDI9g8emw5n24kSFJEqfaztHYc5GWgXbKskvwz/lxWFKRJIk1JbUcbT7J+c4LVOVV8ODqnbQMtPHZ9Q9xsPEI+c5cJElCIVdQ4MonKzWT023nONV2jknP9DW5DSnkClalV9N4qoEdj+667PiP2t5rVq8iKzsbk9mE2WKhumblYjC5UqkkEY8jVyjwejzo5p9BaXk5CqUChUJBfmEBCqWSYCCA1WbD43Yjk8vRaDSsqlsLkoRlPo6itKIcMZEgnkiQlZNNfmEhlhsM6P6g37S1tlFZWoH2JiRTO1d/jtPnznCpuZmKsnJe8v4Wh92BTCawZtVqTp05xbGTxykrKeNzn/ksjRcbefJzT/D63tdZVbOKxz/7OEePH2V4ZBjF/KTl3nu2snffXuLx+EdarRUEgbzcPNq7OwgEAldMtlvb2sirKP9IRoYkSRw7+A5tzc10tbZTXF5GKBTC4UxDTIjU1q3lnX1v0d7cTG3dWjbeey89XZ3seuQhLpw7zyOPf54HP/cY7c0tjAwO0tvZSW5BPtFIhMRHyP0gCAIqtZqi6iqaW1qoW7v2su9FUaT1xfNsSBRcV90lSeKot572uV66QgMUa3MJixEcSisiIjWGCt7xnKFjro9aYyXrzSvpDQ+x07qei4EOlIKcFIUJCZiKzpKluTY1KkEQyCODI79uJnz/+ssWnyRJornxEsuzK254EhuJRnjx9V/TPdiDKEkcOXsMtUqNK9VJdnoWDlsqP3rpecKRMF969BmisSg2iw1RTDA5O8WKsuVEomHSU9OZmJ3EF/BRkldMmi2NpvaLN1QmQRBIT3XRPtSJ2+3GZnv/OHhrxnKDzsDnt36GcCSMxWRhRclyJEkEBLRqLR6/B4MuKb4gl8l59v6nEAQBu9nKpup1KJVK5HI5aypqWV5UldzBjkUpzMonMBfEar5FcWNXuR2iKNLd28POhx684Xe8s72Ddw4eoLW5haLiYna/8ipWmxWtVkdl1TI6O9rZu+d1MjIzeea5L9HYcIFHP/sYu199lXu23stnPv85DEYDFouFE8eOkZ2dw8kTxxkdGb3hqspkMlatXcPRtw+Sn59/XXX79IS9L/GJR6FQ0N7eAUCaM43169fx1BeexGq14nQ5USgUaLVa0tNdtDS30nypGZ1Ox/DQEPve3E9rW1tS1Wd6Kpk1u77hY6N/vRAHkZ6ejlqjwWq1otFocLvdKBQKNBoNMpkMt9tNamoqubm55OTkoNVqSUtL40JDAw0NDVgsFgb6+9m3fz/n5xMPvfjLXxIMBDh44AADAwNotVrsdvtVt9ZvlOmJKdIMV495uBo9o32sL1+LPxTAG/BSU7SCWb8bT9ALgF6tw2q0YtAkd4b0Gj0TnikM2qTvb135agwaPe1DHVzobkKjUnOm/Tz1XY345vzXVAaL3kRgyndjFf4AtFotOXm5pFityGQy7Kmp6PX6xfiYQCDAzNQ0qQ4HWq2W7s5OTGYTer0etVqNyWxGq9USCUd4c8/ryBUKVEoVL//6Nxw+cBC9wUBbczPxeBy1Wo1Wp8NoNKJSqUh1OG5JIO309DROx81JZtfV3cWGug3MhebweD1UV1UTCAaYdbsB0Ol02Kw2jMZkHJDJaGJ8YhyDwUgoFKKtvZXsrGysKSnUrqyhrbMdr9dLisXC7OzsRy6fIAhYLVa8Hu8V303PzmB3OD7yfRjo7WPNhg14PR58Xi9r1q9jYnQMnzd5TYPRgNVmSxqoAmi1OqYnp9AbDETCYVoam8jOzeXtN/bS09nFqaPHMFssCDLZR5IrFQQBW2oqMx73Fd/FYjEYjCLn+hcnBsOjrDEuwxv3408EWGNaxnhsGl8iCIBeriNFaUYn1yAAWpmGmZgHvVyLIMiIijGiYgz1NexmvBeZIKCdkBEMBK/4bnZqBkfKjQuG+IMBZDIZeZm5TLunEUWRuuo1dA/0EA6HkQkyrOYUbBZrcuzSaIlEI0RiUQQEorEo/SODZDozyHAk3ZLdPg/1rRdYvezG3YQEQcBusuGevfIZ3ioEQUCn0WE1WxmdGiMWj2I2mNFptHQNdeOwpqLT6NCqk2OOSW+iZ7iXQ/XHSE2xo1Nr+eW+X/PC3hfpHxvg7TPvEI5GOHT+KG6fG+GWaSpeSTgcRjXvsnSj9PR0U1O7CklMqhfm5uehUCiZmppClETUag1Wuw3TvGCJyWxmcmICnU5PKBRioK8fS4qVI4cO097Sxssv/ZaDb73NpcYmRoaHb7hcGo0GURKvOzfP0o7GEh97YtEYhw8fZnp6Bo1Gw0D/wLzPuBWlQsn01DR7du9BpVbx2Gcfo7urm4SY4PSpM5SUllBVVUUwGMRoMPDOwUN0tHcgJkReeum3VK/46L7ktxtJkrhw4QId7e3EEwmGhoYIBAIUFhYSjUbJysri5Zdfxuf1smPnTqxWKxcvXsRoMjE4OIgrPZ2amhoGBgbo6uyksqqKwcFB5AoFVqv1ugKFr6fMMuHa1z1Ks4o52HSEAlceGyrryLSno1NrEYTkoLW+Yi3rK9YunntT5TrOdTawtqyWkZlRFDIFFoMJEBiZGaM0q4i/evovuNjXjEl3bX7jAgLMJ+K61W1EkiTGx8Y4c/IUobk5HM40zpw6SXZuLp5ZNxVVVZw8dozO9nZKyspYu349R945SGFxMWdOnGDbrl2s37SJE0ePMjszw69+/gv+0//477ctKFUSxZvmOlleVs7BQ++QnZnFpg0bcTld2G02xPlrrFm1hjWr1iwev3nDJo6fOsH6unV093aj0+nJzswiKyOTQ0cP8cDO+xkYGiQzM4s0R9oHXPnakclkiNKVuW8kCQTZR28rhaUlHD1wgNLKCtZu3EBmTg5rJGnRZW/z9m2LPuGSJLF24wZaLl6kdu1ahgcHsdpsuDLS+Xf/73+g9eJF0lzpNDc2km82f2Qp5vcrmy0gSRKCeGMLN4XabI56z1OuK2C1aRmZ6jTWGJehmI+52GJZxRZWLV5njWkZbcEeaowVBMUQdmUKMkHAprRcf32kq9dHFKWP1KaN+mR+ns7+bu5ZvZlMZwaZzgw21q4n25WFTqvjuc98cfH4RCJBqjUVuUxGMBTEH9RSmleMTCbDqDeyrKSKwdEhRsZHaOluY/OqjTdcNpkgu61JQSVJon9skPr2C4QiYVy2NHxBP4WZ+cz4ZimXSjlw9hCDE0OsLKlmWVElRy6coDAzjwsdTaypXMX6ZXWcbT3PiabTlOeVsv/0QRwpdo41naIw6/pcfT5qXQRB+EhjQnFJCW++/gYGo5GNmzZhSUkhGo0mjRiVirKKcsoqyhePX7tuHYcOHmDj5k10dXRiNBkpLC5i7bo6tm7fRiAQoKCggNOnTpGRmfnRKvh73u8PYsnQWOJjT0dnB8HgHO3t7QT8SXeF3LxcGhsbsVmtGIxGxsbH0ajViAkRz7yr0NDAIPF4HK1Oi8/vJ2VujsbGRjxuD3n5eR9bmc65uTnOnD6N2WLhjTfeoKiwkPXr17N7924KCwtZtmwZk5OTzM7OEolEiEQiyORyLBYLPp+PvLw8BgcGWLt2LYlEgsnJSSKRCBkZGRw4cIAvf/nLd7qKpBjM5Diy2FBRhzPFAUBhev5lx4SjYeQyOUqFkpy0LHLSsgDItGdcdtymqnXJgOFYhNUlNUx5p5HL5FiNd1dOiLff3EdFVSX/8L//ltKyMopLSzm4/y0UCgX3bN+G1+NlfHQM17y4gN/nJzM7m96eHuRyOV6Ph5KyMgqLi0nPzPiQq929mM1msjIzefLzT5CRnpF8RiXvfh8MBtFqtYuTwMyMTJ783NXjbu7feT+hcIg0Rxoer4dZ9ywGvYFoNIrJZLqrnv97SbFayS8qYv09W7DOu7dk5eYASdeNuWBwMaGjIAgUlBRTUFJ8xXkkSSKvoBClWsWmbVsJ+gNJJSWvF5VajVqtvivuQYrCRIE2i/WmlaQokzFEmWonkFSLm0uE0MvfDWwv1GZTqH03SLdIm7w3kiQRSMwhQ4ZWdmfrJpfJSbM5yHZlsbFm/aLRn+1K9lMJMUEkEkGnTRp+crmcbXWXC5TYU5LP3mQwUVmUnHjWVq4kFA4RDM3hC/hQKVXYLNevfnc7kSSJt84cpCK/jH/69fcozy9jZUk1e0/uR6fRsWXlRtx+D2PTEwSyg4iiRCgSIt3uoq2/A4VcweTsJCuKl3Pg7CGy0jLoGOikungZY9PjRGPRxbiOjwMGgxGny8X9Dz5IfuGVroahUAilUrnYZmx2G5974up93EK8nihJFBYVMT09jdlsJhQKYTabb0s+jyVDY4mPPampDo4cPsrY2DiZmRk4HA6czrSk25BSicORyje+8fXk9qxeR3FxES/9+iWsNhsdHZ2kptqxWa1kZWdTW1vL+fPnkclkl+Wh+DihUqnQaDRcbGrCZDRitdmSWUrb2tDpdCiVSp555hkSicTiZCqRSNDZ0YHD4WB8fJxQOIzVaiUejzMXDJKbm0t/fz9Z2VeX8rtdiKLIjH+WbEcWdrMNpVyBN+hbVB+SCQKxRJxEIsGZjnrynTmkpTjQqXVEYhEkScKkM+Kb8+Ob86NTa7EaU5j2zvDDN3/KV3Y+w7/u/wUrC5exq3bbbd1y/zCysrM5feIkCrkCk9lMRlYW09PTKOa36Dfes4XVdWsXA7ELS4rZ/fLL1KxaTXtrKyPDQ9TO+80bjXfvJPpqxOIx3G43KZYUjAYjDz/wMOFIGK/XCwKoVWrC4TAAr77+Gg/dn/SPNpvM+Pw+1Co1Op2OmZkZ5sIhzEYTJpOJfW/vp72znQ1167nUcgmf34/dZicQDPDZRz5LxvsU4e4UkiQxFwwSj8XQ6HSkpqWRW1hAJBQiGAgSjYRRa7WEQyGQYM9vf8cTzz1LJBxGr9fjcbuxWK0ATI1PICGRmpZGaG6OV//tN0nf/KxMhgcGUavVRCJhFAolj3/pi3ckJ4UkSQTFEAkpgUamJlVlJVeTSUSKMJcIERFjqGUqwmJSTOP1mcM87thFRIyhk2nwJvyXxWVISKQqrXjiPt6YPYKAwOdTd6KT31rRj6vVyxfwIQgCCoWS2soatBotvqAftUpNJBpBpVQSiUYIhcMcOXeMR7c9TCKRQKNS4w14sVpsJBJxJmcmEQQZTnsaCTHB8y+/wOplq7jY0Uw0FsFmsTExM0kiEedbT339rn7fBUHAZXdy+tJZNGoNFoOZrLQM+scGMGiT7q+76rZzb+1mdBodCrmcTEc6+88cpK5qDb0j/YzPTlJVVElRdgGvHnmd8rxS3jixH71G97HIxJ1IJJidmcFssaBSKbn/wQeIx+N4PB4UcjkyuZxYNIooihw9fIRl1cuxpKRgMBgIhUIIgoDRaMTr8eD3B9DrdaRYrYyPj/P8D3/Es1/5Cm/v38/oyAj5BQV43G7u3b6NktLSW163JUNjiU8AyYRwq1ev4vEnPo9KpUImk7F5y2ZUKhVyufyy4O60tDT+4Gt/kAysTSRQKBSkpaWhUqlwOtPYvHkTKrWK5778pbu6c/59JBMYQarDwTe/9S0c8373BYWFi8n/3rtbI0kSX/ziF5NqSXI5MpmMRx55BIVCwWc+85lFX/5QKIRGc/MVR66HS/2t/OboK2ysrONiXwuBUBC1So1Ra0CjUhMIBfEGfWTa05nwTBKKhPjt8ddINdsZm50gx5HF0/d8nobuJk60nqEsq5jH1j+ERqVGqVASDM+hVqhwB7zEEwlUirsnjE2QCcTjcb76rW+yorZmUZ52QSbRYDBclp/knm3bqFu/AY1WQzweJy8/H9W8mtBTz37xhpSF7hRvHzzA6bOnWbd2HcdPHsdgMCR3LjRa7HYbkUiU0fFRXGkuJqYmOHzsCJdaLpGTmU17ZwerV63msYc/w8HDB2nraGfzhk1s2bSFezffw6x7FmeaM6ngotNx/OQJ1qxaQ1dP111jaCTicX749/9Iis1Kis3G6aPHKSorJRwKMRcMLsbaLCQiDYfD/OJHP8Yz68aZkc7I4BCfeeoJ0lwufvuLX5JIJHjma18lxWZl8/ZtHHn7AGs2rCfN5aSvu4fJiQmMd3BHJ0GCH42+hFVpxqIwccbXRJE2h7AUJZgIoRaUaOUakj2dQESM8ouJPXjifpwqO6ORST5j30aqyspvp/YjIvFM2kPIBBmBxBxKQYlwB0JUQ+EQ//snf09hTgECAmcvnackrxhBSMZsiGJSdlmv1ROOhJDJ5Hz3xR8QjUVJMafg9rn54sNfQCFX8LNXf4lapebrT3wVjVpNiimFeDyWNMp9HjbWrMdhTSUn/epSw3cbMkFAJpPxp09+m9LcEpQKBSU5xYtuSCb95S6tD264j0g0ilqlQhRFMhwu1Eo1W2u3sH7ZWrQaLXVVq1HKlYvy53czDefPs/uVV9mwaRMN5+uJxaIIMhlGo3Gxv5uZniYjM5OJ8fGkuEJzM06Xi8GBAYpKSnjy6S9w9vQZzp45w7Lly3no0UfQaXXIFQrSnGmsrVtLKBTi5PHj3Pfgg1xsarothsbdM4ouscQN4nA4+MOvf40vPfcsRqMRjUaDSqVCq9Vy4UIj01PTlx2/ILOqVCrRaDQoFAqUSiUd7R384ue/ZGBggF//229oamzipd+8xP/6n/+bpqYmRkfHaG1pvUO1vHaUSiVPP/003/72t8nOzkar1S4GwqtUqsXM3gsIgpCcqMx/vxA8LghJ/f3XX3+dkydPIpPJOHToEOFwmJdffpnDhw/f9mD5VLMNl9VJy0A7cTGBJ+hFJggsz6+kwJVHLB4DJPKcucz43Iy7J5n1uwmG5yjLKmbcPUE4FsFqTKHAlUfavNuVQWtApVCiU2tZXVpDLB4jHA3f1rp9GBu3bOFr3/oWdRuSCjhKpRLN/LM9fPDgFc9CLpejNyRVqdRqNWqNhlgsxk9+8ANe++3v6O7s5Jc//RlDAwPse/0NDu5/67b6ZV8P2VnZ6PV6LjZfRKfVMT4+jtlkJj8vj5oVNbg9bjRqDc40Jz6fj4HBAQKBIJFYlJLiEvoH+kkkEjidLgoLCrFabUhINDVfJDszi/7BAbp7eyjIL0ChUDA6OoLdZr/T1V5EJpdTUlHO9OQUvZ1dmCxmJsfHqaxejkarpayqktmZGTJzsolEIsSiUfq7ewnNhUixWjEYDIwOJVW2cvLzyS3IR6VSEQwEGB8ZQSaXce7kafq7ezGaTGTlZCOKiesO+rxp9UVGiS6P6Zib3tAQRoWBydgslfoitDI1pbp8ZmNeMtVOImKUmBijPzxCWIxgVZjRy7WMRadQCnJyNOnkaNJRCgoCiTmsCjMqQUlMit32eikVSsoKShkaG2ZgbBCdRsuMZ4bVVavQarTkZuTg9XspzM7HF/ATjoTpHxkgGJojw5GOTJAxMT2JWqWmIDufvMxcFPKke6jJYCIhioTCcxRmFzDtnmFwbBDXTRJhuNXsqtvONx77KtXFy9CqNSjkCrRqDUgSRxqOX3G8Qq5Ar9WhkCfFLjSq5E5u93APYzMTTLtnaO5pwxPw8st9v6ZzsJu+0QFae9tud9WuibQ0J6kOBy2XLoEAMzMzqJRKKquqKCkrJTQ3hyCTkZuXh3vWzdjoKB63h2AwSGl5OSPDw8SiUWypdgoKC3GkJcc2k9mEUqlEkiRa5lWsDAYjvT09OG5STNqHsbSjscTHjqHBIfbufZOa2hpaW1pJdaQS8AeIRqMYDAb0Bj0T4xOIokgwGARJ4q233qKsrIzOzi70ej333b+Lo0eO0tjYREVFBdt3bEOQCaxaXcuxY8cpLCzk4sVLPPWFJ3nn4CFsNjuvvvIqaWlplL8nCOtuIZFI8PrrrxMJh8nIzORiUxNVy5bR15ucOLjdbvJyc+kfGMDpdNLa2oparWZ0dJTCwkLOnDnD/fffj9ls5uc//zmiKPL000+jUqlwOZ00NjaSkpLCwQMHsM1vx8rmDZHbuS1t1pspySokLy2HwclhtGotaqUKl9WJJImkGCzsObMPjUrFNx74Cma9iY6hTjLtGfhCfrIdWejVOpbnV7I8v3LxvJIksXXFFmwmG8PTo6wtrcWovTJ7+e1CkiTeeettpqenKCgq4sL5epZVV9Pb041er8fv85NXUEBfTw+pDgetzc1YLCn0dHVRXlnJqRMn2LJ1K66MdP7t5z8nHA7z2OOPo9FoCPgDlFVUcOr4cVatWcuvf/kiBoMBp8tFIp5Aprr71p9caU6WVVZRUlxKV3cnFnNSZtmgN2A2mbl38z0cOHSQ7Kxs/vArX8OZ5qSh8QKV5RX09vViNJpQKBRs3rBp8ZySJJGTlU1vXy+1NbUMDAyg0+rYtGETE5MTlBRdGdNwpxAEgbzCQlKsyR2NyfFxjCYTzox0bKmpWFJSmJqYJODz88BjjxIOhdFoNYwMDVNcVopGq6Wyuhq9wcDDj39u8byJRAKVWs2qujpmpqfxuGexOxxoNBqqVq68Y5mLBQTyNBnzOxpGJqOzGOV6XOpUbAozJoWRqZibQHyOB6ybCEtRNIKK0egUhdpsNDIVFfpC9HIdD9vvXTyvTq6lRJeHVqbGIP9oQe83glwupyinkIKsPJRKFV6/F71OT15GDjqtFo1ag9vnxhfw8czDTxGJRognEnj9XnLSs1Cr1RTnFmI2mnny/s9fdu6KojI0Kg0OayqDY0MsL12GPcV2V67mJ8QEbxzfTywRw2lLo6WnjYr8MvrHBjHpjbj9bnKcWQyOD5Nmc9Ax0IVCoWBiZpL8jFzOtTZw/7od6LV6Xtz/GwCe2vl59BodRxqOU5CZRyweZ2hihMHxQWQyGZPuKQbGBtFrdZTnl31ICW8/KTYrpeVlFBQW0t/bh96QVBF0pKUlkzJqdbyxezcGo5Gv/9G3sFqttFxqJjc/j5npGQqLClFrNNTU1lJT+67qmCRJbN+5A7lcTnllBXqDgXu3b6Onq5uVtTW3pW5LhsYSHzs8Xi8Bf4DhoSGmpqY4c/oMaWlpVC2rQq1WcerEKSRJYtv2bfz0+Z/i8/kYHh6mpaUVh8OBzWYjkUgQiUQJBoKLSfPSXemcPXuW++7fhUKuoLu7O+kDr1Bw4vhxBgYG8bjdN5xd81YiSRLj4+PIZTICHR309vYyNj5ObU0NjY2NlJaVcejQIe65915OnTxJJBrlp88/j0ajYWpyknA46e9uNBoJBoPJrMuiiEqlorikhK6uLlwuF5aUFLw+H3a7nZHRUeLx+G25F7N+NyadCb1Gx/YVyYDI9wd/AzhT0vAEvJRkFhGJRdGptWyqWr+ohBMIB+fdLZJE4zHGZsZxWtOoyi1HkiTynblMeKYIhucwaPVJ//jI3GIsiEFrwKI339L6SpLExPg44VCI7o5OxkZGmBgbo7SinLbmFpavXMnhgwdZUVNDd2cnPq+XXzz/UxQKOTPT00SjETweN850F3PBOUKhEIlEAkGQUVW9nJ6uboYHh9i2cxfTk8ls49PT08lEd6rb65MvSRLTM9PYbb9f3thms3HfjvuSuzaShMvpWlxYmJicoLioGLvdTmlxKaIoMjY+xppVq5HL5OTk5JLhSkcQBOKJBN093cTjMbIys5Akibo1dSiVSspKy4hEI2jUalbXrKKnrwe1Sk1uTu5i+5kLhVDI5YQjYfx+Pxazhf7BfnRaHTKZjJzsnI+UH2N2ehqr/cr7IAgCZVXvGsYlFeUMDw4SjUSQyWWAxKbtW9Hr9czNzSXlUWVy7I5UvB4Pm7dvQ6FQJBOBhULI5HKikQh+r4+qFdVMjI0ndznmg78nxsaYnZlhbGQErU5HLBojNS0pyxuPx+nr6kaj1WK12/F5PEhI6PV6zB9BQCOQmEOODK08uZtapn9XKahU9+677lTZ8ceDFGmzsSrNGBV6chVJUYBcTQYTsRlWGssxy5OuNqIkMhadxqwwoJdpqTFWEJcSjEYnsSksaOaDwqNijInoDGqZEhEJp+rGd7REUWTGO4vdYrvsWcpkMlZV1VxxbN9IP0U5hYQiYXZt2IHL4UKn0TIXDjHtnqYkr5ip2SnWLl+NyfBu7GAkGiWRiDM+M0ksFiM91UWq1U5eZi7j0xM47WmEI2EmZ6dId7hQKpIr271DfYQiYfRaHcFQEAEBrUZLXmbubdn9kESJidkJFAoF/qCfnpFexmfGqS1fSWPHRQqzCjjScIJ7V23meONJEmKCn+/9FRq1hinPNOFoGG/Qh1ajJRieAyREUUSpULKsqJK5cIjlRVWMzUzgCXgpyiqkf3SA6uJl9I703fL6fRBzwSCiJF3m5grJxLo7du0CoKCwEEgmhZyZniY9IwO1Ws3nn3xyUW1qcmKCquXL0On0KBQKMjIzkclkSJKU3O3weMjNy2Nmepq8/HxkMhnlFRUAONLSSHU4GB0eQUIiv6BgMShcFEUCgQBqtZrxsbF5l1I9Vpv1huu8ZGgs8bHDYjYjITE76yYaiZKdnY3NZsXpTEOt0eB0ptHa1s6lS5eoW1dHYWEB586ep7KqgsmJSaYmpxBFka3b7mXzlk2LE+Xdu3fT1dlNMDjHxMQEKSkpeL0+cnNzsNltpKam4na778ptaJlMht1up7OzE7PJhCUlBZMxqVyR7XbjdDrp7u7m5MmTFBYUEA6HKSstZXJqiuoVKzhy5Aher5eKigr+5E/+BEhmAw0Gg+zZswedTodOpyPN4aCqqopXXnmF9PT0mx4oKkkS/lBgMd4iGosSFxPsrz/Ixso6Mu0Z86t8Sa1/u9nGtG+G0ZlxDFo9+c5cmgfa8IcCzPhnkQsyntn6JHJBwDfn5/+88l2++cBXFl2mjrecYmR6lFSznZ01WwF4+8Ih4okEqWYbBq0eURL5zdFX0Wl0jEyPUuDK45G6+29qvd+PIAjYU1O52NiIIBPQz+/UuVzpRCIRHGlp6PV6GuvrKSopwWgyYbVZGejrZ+WqVZw4ehSv24NOp+Or3/omSBIqtZpoJML46BgqtYoNmzfzyksv8bmnnqKjrY2U+dwrtxJJkph1uzGbTHi8Xnx+Hwa9np+/+AuefvILaDQalAolM7MzWFOs6PV6+vr78Pp8uJxOrFYrP/jXH/LlLz7H8z//KX/6R/+O/W/vJzg3xze/9g0gmWfj2MnjhMMhQMBgMFBVUUnNihrERIL+gX7ON5wnMyMTlUqF1ZLCzu07Adj9+h4SiThzoRATE+OsW7uO3JxcIKmP/4/f/Uceuu9BztafIxaLYTAYmJqeYllFFQcOH+S//dV/vab+QZIkvG4PBpMRn8ebjLPQaPjdL1/kkcc/j3E+O7vP68NgNGA0mRgZGsIzO4vVnooz3cUvfvhjNm/fxkBvHxqthkefTKrODPYPUH/6DCnWFJQqNT2dnfzhn/4JCoWCSCTCv/7zd7l31w4u1l8gFouins+xozcY2fXIQwDMTs9Qf/oMao2a0FwIhULBo08+jk6vZ2pigr2vvsaqdXUcO/gOWp2OsZERsnJzeOhzn72mdhAWIyQkkYSUIC4l8MYDDERGUAhyVhjKmUuE0crVeON+XKpUQmKE/vAIckFOoTabs/6LTEZnic7FECWJzzl2YJTrmYzN8tbsCQCedNyPSlDSFx7mtK8JuSDn8dRdCAhcCnTSEepDK9PwsC25cPGO5zQhMcJQOLlb+0cZT19zm3Z73ZgMJrwBHx6/F6NOz4uv/5ovPPgESoUStVrD1OwU9hQ7Oo2WnqFeAnNBMhzpGPR6fvTS8zz36DO88Nov+c/f/ktUKlUyUeG5Y0y5pxEEgblQCIvJzOd2fga5ICchJvjt/pdJszuob7lAeUEZ+Zm5yOVy/EE/b504gD/ox2K0IJfLSbXa2VZ3L5IkMTwxwtlL56ksLMfj9zAwOoTH5+G//rv/hFJx6xcaZDIZNrONnpFejDojKaYUTDojTmsaWc5MnDYHfaP9nLp4hsKsAiLRCEVZhcx4Z1hWWMmxxhP4g35Kc4v5489/HUiKoAiCgF6jX1QbtJlSKM0t5nD9MapLlqNVazAbbp/IS3Re1RGSeWRmZ2eZGJ/A6/GwcctmQnNz6PV6ZmZmyMzMIhKN0NXZiUyQUVxaQmNDA709PWy+5x5efOHn/If/7y8RBAGPx8Phg+8wMTFBekYGw4ODPPTooxQUFSJJEq+9/Ar2VDvhUJjuri48bjd/8PU/RC6XE4/H+flPf0p5RQXHjx6jesUK8vKThrwkSVyor6fhfD0OZxqz0zMEg0HsqXaefPra3oersWRoLHHHWfAtv9YBOiMzg3/3p3+CXC6fX6UVFn8vCAKlpaW8/LuXefKp5MArk8lYW7cWuVyOJEpISItB0Qu+i5Ik8bnPfw5JkhYNj4XVAWE+SC01NXXx3wtlTv7vXd3sa41Z+Cirnlc7hyAIPProo1eUTxAEVq5cuagslZ6eTlFR0WLQ6ILr06raWhRKJYIgXDbZNBgMfOlLX0ImkyEIAs988YvI5XKee+65xc/em0fig+p/rXUenh7FHwowOjPGyPQobUOd5DiyePnE69xXu5Uz7fUMTY8gE2T82WPfomesnwMNh8h15pDnzEGlUBKNR6ktWsGx5lNE41G0Kg1atYZ0q/OyMnaP9vFI3f387vjuy+7xXCTE8PQoDksqIKCQy/EFfTclbuNa2rsgCGzbtZN7tm9L5mRIJGC+Ha5Zvy7ZNpFQKBRULVuOKCVzSCTicRRKJdU1K1EoFIvxN/MXRqVW88QzyQFDJpNRt3FDMqh8fgtdJpMhieJigPl7y3Mzni3A+YbzpNrs9A8N0HSxiXA4jMFg4Bf/9kuKC4vweL20tLXgTHPyJ9/8Y06fPU1HdxdbN9/D2tVrsdls5GTnYLPZMBlNbN+6g7379xKNRdHKtWi1WkbHRrGYLSiVCoaGh1i7Oqm2pVKpqFmxcvHdHxoe4mz9uUVDQ6NR03Spg6zMLDRaLd29PdStqUOtVqNUKsnNyU1KhwaDrK9bx8uvvYIzzYnb48Fsur5drrbmZvQGA0P9/XS2tS/uZvz2ly+yYlUtw4NDdLW1YbJY+Nb//e+51NBIc2MjK9esxpnuwmg2s3r9OoLBIKvXr1t8BhXLlzE8MMi9u3bQ191DbkHeYhtQKBRk5+YSDoUJ+P2s3bSRt/a8TnpWJk3nz7PjoQeQz8eDDPb1kZmTw+u/exmH8933JhIOo9Fo6OvuBgn8Ph+hubkPre9720goEeFCoI2oFMMXD3DOf4k8TSYhMYJWpuGs7xIJEnjifh5P3YVOrmX/7HG0cg05ahcSYFQY5rNHw2zMi1GuZzQySYE2i/7wCMFECJVMSV94hJWGCo77GohJcdSCip7wIBvNNbw+cwQJCQEBjUxNW7CXIl0OY5Gp63qWpy+eI83mYGh8mAutjUiShFql5ld7XyLD4SISjdLS3UqWM5M/fPwPONFwioGRQXZu3M6y4krS5oO2LUbLZcmmt627l/OX6mloayISDaPTaEFK9iENLY1MuadRq9SoVWqGxofxBf3YLFYMegPb123ljSNvAtA71EduRlLiVyaTUVtZg9fvZceGbRw7f4JNtRv41RsvXVedr8a1juWCIPDwpgdgYbxCWsyltKyoMjleiSJZaZnkp+ciShKCkNwJkcvl1JatQCGf79/eI1srSRIV73GLemD9LmQyGfnpecnxX5LITc+5al/23jEsKTHwweW/FiLRKEePHEEmyPB5vZw4dpy8/DzmQiEMRgP1584hlyuYnJjgs49/nvSMDN7YvQelUkF2TjaSJGG3p3LqxElisdiieI3ZbOb+hx/i8MF32HzPFg6+fQB/IJlodmFMn5meoXrlSjZu3sSlixcX+/Azp07h83hxu93zecf6mQsGk4sZw8O0NDcTDAZpbLhAeno62Tk5hEIf/n5/EHefM+4Sn2gWJvULf0RRZGJ8gmNHj13x+Xv/vvDv0dFR/vEf/onJyUne3Psm0WiUV195lWBwjhd+9gJv7t2HRqPmqS88SVtbO3/7v/+Of/nn77Lvzf289Jvf0tXdzQ9/8CMaLzQunn/fm/v4zn//G97a/xbBYJDDh44gk8l4a/9bhOZCiwbHgbcP8LPnf0ZPTy8/+fFPOHP6DN//7vf46//8XxgdGQUgGo3yy1+8yJ7de6ivb+C7//I9enuTx+9+bQ//82/+J3PXMCj/vnslSRIvv/wyiUTisu8gOYAsTP4XDKl/+Id/4PDhw/z4xz/GaDBQVFSEIAj09/Xx/e99j0uXLvGTn/yEw0eOLF53ZmaGn/zkJ5w9c4bx8XH279+/eF6ZTMb+/ft54YUXCIVCHD9+nNHR0cXynj93jueff56e7m5+8q//yq9+9Sv+5jvfIRK+tgm6IAgUuHI53nyKLHsGswEPSrmSaDyGWqmiZaCdcCzMXHguufImgSsljdWlNZRmFS/K0WbY02kb7ECtVDHjnQFApVChUqqIJWJMepITiSx7Omfbz2M1WHAHPACk21zkO3PoGx/AN+dHIBkbolQoyXflXVM9PugZLqxSvf+797d3QRBoOHeOn/7wR/zgX/6Fv/0f3yHg9y8aENFIBK1Wy8ljx3jhX3/CQH8/P/vxv3Lh/HmU80ZjPBbjjVdfY2x0lB/887/wN3/9Xzh59Bi/eP6nDA0MLB4XmptjzyuvMDkxwf/87/+Dvbv3cPjAQV74139dnESKosjrr77Gb375IvF4nPqz53jrzTf52Y9+fF0GdkVZBa/ve4N0ZzKb8YI0Yywao7unm1AoRDQSRaVUISFRUlxK3eo1ZKS/m/tjYefD5/fReLERkOjr60uuLns85GTnkBATBINBigqL6OruIhQOAdDa3kZ+bh4moxGFQkFebh7TM0nBiFm3m2WVywiHwxQXFiNJIgODA0iSNJ+dOSk0oVaraetoZ3nVckqLS/D6vNcljCAIAiUV5bz9+htkZmcTi0aJx2JI8+94d3sHkVCIyHyCLiSJ3IJ8atauWcyXARAKhQn6/ag1Gqankm3aMzuLTC5DrdHQ2dZGTn4+46Oji3XQaDUoVUo0Oi1dbW0UlpSgVKrIyc9nZjJ5jmAgQDQSJT0rk9yCAlQqJYN9fYiiiE6vp6C4CDEhojcaUCqV5M27enwQ770/FoWRmZgbhSBnNu7BojASSMyhlanpDg0SEOeSrlSCHAEBg1zHSmM5y/QlyAX5/DkMeBMBvIkAITGCKImkqqwMRyZISCLehB9JkkhXOegI9aERVMzEPEAyB0djoB2TXL/4mTvmo1xfiCfuv+bnuPAsy/JL2H/8bVJTbCgVSgJzQWQyGaFwiN7hfubCc8RiseQOsADlBaWsWb4Kp/3dYFyNWoNCLicwF8DjS2Z4P3DyHXqH+ykvKCUnPYe58Bwjk8n+dnBsiKGxYTr7u8jPzMVsMNEz2EMikSAQDHChrQkBgYmZCSqLK+gfGcA3PxntH+4nzZ6GJEmMTIySZru+oODf13ftOZY0+N//+cJvRFFcTGT5/J6fc7TxBD989Xmae9r40as/5ce7f5Z0x5XJ2bRiPaFwiIaOJvpG+/jRq8/TPzbAqUtn6RsdWJzsT3mmeX7Pzzlw9hCxeIw3Tuyjd6SP51//OfXtF4CkgR2JRXnl8B4Cc0H+7a3fcuDsIU43n+OHr/wEt9+zWMZf7vs1//Tr79HW38G/7n6BIw3Hicai7D62lx+++jzdQz3XfJ8MBgORcJhwOMSsexarzYrP50Or1dLT1Y3X48Xv9yOTyxEEGTqdnlVrVlNTu2oxPmpmZprRkRHa29poa2khkUgwFwzy4s9/jk6v4+zpM2i1Gnq7e5LnksnIzs0hIzODS00XefV3L2NJSWFifBxJkhgcGGRwcJDe7m4KCgvRaLX09vQmXU5HRxkdHqG9tZXc3FxcGel43B89Q/zSjsYSt5VIJMK5c+ex2WwMDgzQ1HSR4uJierp7EASByckpcnJzOH/uPDt37SQ11c5Pfvw8kUiEZ774NMFAEJfLxdjoGG2t7ZRXVNB4oYns7Gzy8/Pp6kpOVPR6PRUV5chkMtxuN5eaLpKekc7zP3mer/3h13jnwMHFrN87duxArdGQn5fHwQPvMDIygivdyVtvHWD1mtVAsgPKzcujo6OT0ydPUVpexpnTZ3juK89x9MixRYUHSZKorKrk+NHjVFZWYjAYmJmeobKqkuZLzWi0WuLx+DXfr5MnT1JUVERDQwM9PT2YzWYGBwb4bTRKYVER8XicluZmcnJz2bp1K7t376a1tZW1a9eyefNmopFIcuvTbqeru3sxSOzAwYMYjEbC4TBVVVU0NTUt7ky0tbWRnZ3NiZPJVZS2tjYeeOABALxeLxcaGsjMzKSvr4+9e/fy7LPPkpGRnATW19dTvWIF3/v+93nkkUdoa2sjIYrEr0O9RqVQ8eSWz5JqtqHT6JAkCaVcgcVgZtw9gd1kIxyNEEvEMemNWAzmxWR8ANF4lBSDBYNGj9WYwsj0KJmpyfJtW7EFvUZH3/gADksqm6rW0z7Uid1sY8I9SYrBQnVBFQMTQ+S7cnH7PRi1BtbMJ/IbmRkjFLn2XY2piQkmJyaTvrZTU8lcJWlpzAWDJLbeS1tLKyaTiaHBQR757Gfxeb389le/Qm8w8MU/+Aoz09PUrl1DZlYWDefOY5zP7RKNRmlrbqGssoL0rEzaW1sJzc1RXFZKf18fK2prEQQBn89HY0MDazes56kvPcupY8fo6+1lWfVyDh04yJe++gdA0t/3UtNFikpKki5yzjQsKSl0trcTDAbR6ZOxKkUlxRx86y0G+wd4a+9e7t2xnY7W61NiS3e5eO6Lz5HmcKBQKDEY9CjkChQKBV6fl+ysbAYGB0hzpCGXyalZsfLdZxuN4vF4CAQDPPrQI6TaUykuLKKqopLh0RFEUaSiLPnep1gsKBVKxibGEQRhUQ63qKAQa4qVDDFjvjzpjI6NYbfZeezhz9DV08W9m+9heGSY5VXLGBwapLCgEEEQqFtTh06nI9WeytT0NIUFBXR2dZGfl89PXnj+uu5DitXKk899CYfLiUwmQ63VopDL0ei0uGdmcGVkMDmelJlVKJWUVVUuxmmIokjA72cuGGDNxg3EolHGR0ax///Z++/otq48QRf9zkGOBAGSIAiAOWeKpETlnGxJlnPZlbqqK3Scmrm375s1M3e913eme62Z+9bMWxN6um9PhypXckVX2ZZk5ZwDSTHnnDMJEBnn/QESkizJVrZUhW8tLdPAwTk7nb33b/9SYiIarZbKVZHM6CtWrUSj1dLS0IDVFhHsVqxaiVqtISk5mcnxCTKys+hobcVmdzA8OEiSLRmFUsnKdWswxcezesN6JCnM+FKADUtiIs6MdEoqKhBlYmSMj44xPzf3UPXfGr8apaggX5vJbHAetagiThaJLrXSUIJermPUN0GGxo5ckLPJtDL6WwkJd8jLGmM5AgJTwVnChElRJlKuz0crahj1T5CmSiFXm0aYMGZ5HCP+CVJUSVToC2hb7CFBH8+If5JEpZkd5rV0evpxqpI5MXvpoeqSanPy1VfeJTE+AbVKjV4bEWIFwLXoIi0lle7B3mjkqOqSW866Hq+HqblpPD4Pr25/BZ/fy6InkuslOTEZpUJJhiMdqyWJOMNKBkYHSbU5eX3HfrbUbCIcDrHgdkXC2s7NEggG0Ov05KZnU5xTiFFvpGewF71Wx/TcNEa9AWuCFadCiYDA+qq1eHweZpc22w/KjbZ6HIkp3OxqZHAsYus/PTeDy+OmPLeUqblp+kb7MelN7F6znTM3znG15QaFGfm8vHYXC4sL5KZmEwwF6RzoxO11U5hRcCuBnATt/R3IZHKut46j1+qZdy/Q2NVMcVYhuakR4VYhU7B3/Ut8dPYgV5quc67+IkqFknhDPB0DXVQXRrS103PT1LbXU5CRh0wmo3u4l6qCChQKBbMLs5iN8VHfGqfVgV6j45UNL/PRuYMgwOXGq6wvX8Os68HHuSAIbNm2HYSIb8b42DhanRaj0cjE+ARrN6zHYrHQ19tHYXERSqWSbTt23HEPpVLFv/yL/52+3l4mJyYi+wdBIC8/H5koIzc/j9HRUXQ6HTPTM+j1elZUVjIxPk6cyUR7axvBQICB/gFsKSm885Uvs33nDuQKBVOTk4iiyNjoGKFQiOpVqyirqGBsdBRjXBx9PT3odXpGRoYfamx8mpigEeOZolKpmJ2Zob+vH6PRQCgY4trVa6hUKoYGh+jr6+f6tesEAgEuX7rEnr17omrV5fMwURTJy8/jwoWLpKWlYlyyZ14291g++QdoamzkpZdfYnxsnJ6eXgQExCUV4vLG2uvzMjU1BRJcuXyFwcEhent6GRsbp7W1jdWrI2YXarWasrJShoaG6Onuwef309HeQWpaalQtKyCQkGAhPt7E3Pw8q2pWce3qNbZs3UxDQyM+r++B22o538VHH31EVlYWXo+HxoYGbCkpdPf0oNFqaWttpauri87OTtavXx+x5Vr+BwiiGFW5LmtBls2o8vPzaW5uZseOHTQ0NOByRbKqZ2RkcPLECRYXF8kvKOBGbW30hD0UCmGMi0OUyfgv//k/I0kS9fX15OXlRczWCgpoamqKqsQFHt5MTBAE7BYbAIWpeXd8FzFluoUkSfSNDeBMsiMKkQXq5ZU7USvU2BNsSJKEzXzrtM6RkIIkSTgT7TT1tZDvzGVFdhldIz0oFZETJJMuDlNmXLTOgiBgjU8iyZSIQq54KEdwk9nMqSU79tmZGSYnJqJhCicnJmhrbmZocBCNRkNxWWnEPA/ucFiXiTKaGhrIXYp3LkkSKpWK7LxcQECpVFJRVUVnewcrV9fQ2d5BIBCI+B9YLNjsdkCgrbmFjKwskqxWWpqaCYdChMMRk6u0jAwMej16vYF1mzZy/fIVNm/fRmlFOV0dHSQkJiIQyVibkZnFf/mP/xFRFGmsv8lnGxncjSiKpDoigmHVintHPYk33dupWC6X88arET+AjPQMRsdGcdgdaDQaHHZHVPNWUnTLcdpqtRIKhaIbGLPZQktrM7nZuVRWVDI5NYkkhQkGgxiNRiorImUqyC+InIgvOZIDWJfCQRr0BlJskRwbFWXlzMzM8OZrbz7UWBcEAXtqpB1KVlTc8V2KwxEpa8K9HZIFQWDfm6+jVKlwzc+j0+spLC0BQKvTodVFkpw50yJmIitWrYqWLSEpKXLq7XJRWFqCJEno9Ab8Ph8lFeVAZK5T2yLvYGpGOpIk4UhLi7ZvXuGtyHuJVitKVTsG4515Dj6v7mZF5D3Sy7Q4VLfe0UTlLafTREVkHMwHXYSkcDQreIW+gKnAHBnqSDulYkNkqWzaDCRJwqq00LLYjU2ZSJE2G3fYw0RgBk/Ii0amplSfhyTdcvrWyTSU6fMY80+y27z+gesCkWhSzuRIWSqLVtzzmoqCsnt+rlQq2bdlD/3DA+Rn5kVCTAuRNvr0byRJIjnRGv17wb2AP+Any5lJOBymydvC7MIcVksSOWm3tEzxheXR+QxuZRSHiJC04F7g9R2vPnBgD0EQSIxP4NDFI6SnpDHvXqC9v4OUxBT6RvpJSbBxvbWWtv4OTPo4Nq5YF5nXPqX1EwWRkqwifn3yQ6oKVjC7MEfPcB+5qZGcT/npeXQORk7bc1Nz6B3pJzc1EiRguT5atYZrLTfIcWbx0bmD9I700zvST7zBRCh8a82zJSSTEGcmwWQhGAoyPTeNQq5gZWEVrX3tZKSkA1CWU4KEROdgNwqZnEx7BocuHKFvpJ/89FwSTBYeBlO8KfJfk4kU+y2tbPLS+wVguc97XlwSeT/n5+fJyMwkdekdVKlUbNpyK5qaNTn5jvUqMSlpSXupYfO2rczPz9Pd2Yl3yewxITExWiZJkqL3hch4XE7MW1peTmdHB7n5eXcX7iGICRoxnjlFRUX09vWhVqvR6XSk2FNISLAwPDyCwWhg67YtXL58hVWrVqHT6fizP/9TILJB6VhYiNogpi+ZEGRlZZKbl8cvf/FLkpKSuHjhItt3bCcUCmEymdBoNMhkIhaLhR07tnPo0CcUFORz5fIValbX4HK5SEtNo6S0mMzMDK5cucLmLZs5cfwkoWCQvt4+0tLTaG9rZ3BwkMrKFZw9e45t27bi8XjIys7i7NlzVFdXIZPJOH/2/FKkFj/Xr15j1eoajh09jsNhx+VyPVRbZWVlRTfytbW1FJeUROvU39/Pho0bMcXHk56ejkKhYN8rr7B3376oPaYUDpOfn8/5c+dITUvj2rVrVFdXs3XrVs6cOcOqVas4duwYyVYr58+fZ9euXSiVSlwuF5s2bUKj0ZCens7ly5fJz88nfulZs7Oz/NVf/zV1dXXodDrq6+spLy9HpVIR8Pv5zne/y+nTp7E7HMwvPJwpwoMgSRKjM2PMuOY4dO0ob294ldHpcfKcOcy4ZnEk2Gnoacag1ZOW5KSht5nx2QnSkpxk2TKo626gua8Ng8aAQaPnTOMFQuEwCUYLcTpjdLzdjiAI5DlyHqqcCoUCR6qThMREmhoaSLHbMcXHk2K309LUTFpGBlWrVtHX20tWdjbGuDi+93/8RURAuy0KSCgUIinZyunjJ1i/eRNyuRyzxYJcLqevp5eujg6qa1Zx5OBBMrIyuXj2HBu3RhYiZ2oqSqUCn89HisNBf08vbreb4pISmhoaKCkri0TsycrEYDRw9tQpsvNyGejrZ3BgIBKRamICs8XCzfo6Fubn+Xf//v+ivaUVvcHA+TNnHrs/HxRRFFlRvgKXy8X12hs0NjdSXlqOx7NITnYO4+PjiKKIWq1memaGkqJixifGaWpuwmg0Ul1ZTWdXB9drbzA6NsbObTv4+NAB1Co14XCYFeV3bhKXzRA/j/j4+DuSYD4LjCYTE6NjHPn4APu/9BZTExNk5ebS3txCamYGIwODWJISsdntNNbVMzs9TWZuDs60NOqvXefUkaP8q//z3zI+OsbV8xfw+3289bWvotHeHfb189ohIvQ+efzhAG2LPUwGZgEJs8JEksJMiBBBKchkYIZB3xiFuix8YQ91rlYUgpxKQxFTgVmaFztpcLfzVuIuzsxeQ0JiMjDD1viaaL2ETwnKVmUCzya7QGQe6xnoRa/RcfjcURQKBe5FN6kpqbR1t5OdlkX3QA9p9lQsJjNXbl7DveimJLcYc1w815tq6erv4o+/9B0Gx4ZoaG9k0bvIN177GnLZndu7T89nt2PQGe4rCN0Pe4INnUZHYUY+TV0tFGYUYDLEYTbG09rXTnVhJYnxicQb4tCqNGyqXM/GFevuaG+Pz8upG2dZkV/OxMwEgaCf3pE+nFY7WrUWvVaP1ZxEbmo2F25eZkvVRhYWF5CJMk5cO83W6k10DnZz+NJxMlLS+Ffv/BlHr5xkRV4ZFxsu47Q6uNx0jdUlEW1Yeko6SrmSQDBAWU4Ji14PzT0tZNjS6R3pI92WRlgKMzQxTEqCjWNXT5HlyFy67wlM+qcbbfB2vF4vvb29zM/Nc7OuHq1Wi8PpwLPoiTpoDw0OUlJWhsvlou76DVRqFStravD7fPzNf/1vvP3ld8nJzeXIoU8iGuPZOTZt3XLHcz733c55uDXvXsQEjRjPFEEQyMjMICMzYuu+rC34NCsqV0Sl89tfAp1ez+joKAqFgr37IhFSXnv9NQD+8FvfRApLzM7OApHTz+07tgOw75V90XsUFBYQDAbxLvkNLIe8FQSBtPQ00tLTCIVCvPnWG3g8XuTyiL/D1m23XtDi20JNApSXl6Feit7y1pfein5evbI6cn1xEQsLC9ysb0D+EFE9lEolX/rSlwD4l//yX97zmlVLZhKfPk0NhUKo1Gr0ej3f+e53CQQC+P3+yIY5L4+8vMgpRWlpKUC03RITE/nuH/1RxDlPFNm7dy+zs7PodDpEUeSll25FXLLZImFGg8EggiBQU1NDTU2kT3Nzc5mbm6OhoQG5/POnmodJ/RcIBfnNxYMUpebjD/g513SJc42XWJlfSftgJ9W5K7jSdp3q3AqciQ7aBztp6W9DQCDLlsGG4jV4fV5mXDMEQgHi9SZCoRAzrtmooPEkEASB1evWAZCTd+ep0KZtW+95/e3j3ZKQSFdHB/vfjOQ+qKiOmFxIkkRRSUn0ujXrI8/ILyyMhidcZvvuXdFrRFGksKSYvMICAks+AcvPfeX1iKbgy3/w9TvK5Ha5UKnVyGQydu/ZE/3clpJCa3MLcSbTgzTE51/zEHz8yQHiDEZmZ2fp6Gzn2o3rmEwm5ufnycvNY2h4CKPBSGZGJuMT45y/dAFbso3KikoK8iJ17+7pIRgMMjs3y0s7d9Pc0nyXoPHofMZofgI5Lj0eD4c//Jj84iICgQDnjp/kyvkL1GxYR2dbO+VVlVy7eIk1Gzdgtdloa2qir7sHrU6HMy2N7Pw8rpyPRGeaHB/H5rAzMjSM2+W6p6DxJHiUABjXFhqZDs7hDfsISxLXXc0shjzEy+OieTBc4UWsSgsCAtcWGlGLKkr1eViVFqoNJVyarydEmBH/BPssmzk0ffYJ1efxu3JqdopjF0+Qm56DPxDgyLljXG+qZX3VWvqG+xkcG+J64w12bdjB6vJV1LXeZGJqAluSjSRLIltrNrPgXmDONc/g6BD5mXlcqr+C3+9Hrnm87d3ndZcoiryxZT8Af/LGt+95zfryNbfdT4gqPyVJwqgzEggF+Ober97xm3n3QjQMb6rVQao1oinKT7slzEqAPTGiUSzMyOcvv/1vgUgo46/sejt6fTAUxB8MRJ//yoaICfDXXno3eq9VRVV4lrKwC4LA5spbuXY2V26IaJcQeHfnW/zTh++Rn/5gp/u3B0l5FM6cOoXX42V6ehqXy0VbayvhUAi1Wk2i1YrX4yEQCOBwOllcXOTi+fMYjEYqq6pQazTkFxZENUijIyO88fZbHPnkk0cuz+08bL1izuAxnjnLAsRn/VtW0X+alBQb/+J7fx51iF3+B5GN9ejoKJcvXya0ZBYiSVLUJyIQuJUJNhwOo1AoCIfDeL1efvD99/jRez8iGAjS3dXN3/yP/8m5s+fQajXRiC2fVd64uLjoidH9rjEYDPwf//ov0Go1T7Stbm+DZZYnmD/5kz/h9OnThJeic+l0Ovx+f7Rdlq8LBAJoNJpoFK+hoSF+8uMfR23bf/azn/Hzn/88+v3t/1QqFbolU417tcu//tf/+lbko/ug1Wtx+xYf3KmYyP1n3XOIosjQ5AhmQzx6tY4kUyK9Y/1kpWTQ1N9GKBxiRXYZL63cQZ4zcjpz6uY5Fn0eZlxz+AN+JuYmmXbNYjE8eKxwX9CPXKP83En3UfsQYOXqmqiQIUmRXAW/+MlPCQaD0XG93I+h4C1TKK1Gi9frjQqAkxMT/OQHP4iU2+fjJz94j1/+9H3kS+GJP6tMeoMhGsb409/lFxbw9W/94ee2gVarxeV+OG3eZ6FSqpiamUZCYnxiPDr+CvILaOtoIzsrm8HhQWZnZ3Danex9aQ8b1q5HFEWaW5vp6u7C5/fR29eLJd7M+YsXyM56/JM7iPSTe3ERjebu91yjVj92BBcgav65MDeHKAiMDg9jMscTZzIRZ4pjdGiY1PR0WhojZoyVNTXs2LuH9KxIGEuFUolMJmdhfh6ZTKSvu4eA34fe+PhCttfjQX2P910URcLGh9tyKEUF80EXQSmEK7QYiRAlCORq0xj2j5OojGcx5InmydgWv4ZNpmqUgoIx/xR1rlaCUohe7xB2VRKnZq9Eza0eBEmSCGjD90xcqNZqWHzMvpTJZASCQVyLbgDGpycw6g3YEpORy+TMLcxhTUiiubMFUZSxsXodezbtJiUxmWAoyNELxwmFQoxMjGAyxlHbUo9GrbkjEtPDIkkSbq8bjeazBc6HmdfuNT/84b6vkZeac8c1EhI6jZZfn/ow4kC/PMeFlua4cIhQOIwA6DQ6fAE/wVBkjrvafJ3//vO/Y2BsiFA4zC9OfMAPDvz4Dg3K/cqmVWtRK+9e50VRRBSWAqEIIt965Q/Idtydv+l2lEolAb//IVv9blQqFbOzM4RCQWZnZ6IHUAVFRfR2d2N3OJidmWVsdIyEhARe2ruHLdu3IVcokMlkKJWR/DDdXV3YHQ6OHz1KzmMmIQ2Hw0i3meA9KDGNRowXivsN8KmpKX72/s8xGo243W7+9m/+lkAwiNPppK+3j9y8HG7ebOC1117F4XTwv/6f/0UgEOAPvvkNXAsLJCYm4na7mZya5Nq167yy/xUOfHyAdevXPdapxIOU/WkQCoX46U9/SjgcZqC/n1/9SdDEgwAArgdJREFU+tfcrK9n8+bNnDt3juqVK7l29SpV1dXs3LmT999/n97eXnbu3MmqVatwLSxEo0l1d3eTmZnJ0NAQ8/PzmM0Pvhl/0DqnZaRz8HAteeGsu1T+90Iuk/H2hldZ9Hmoya9CJspwexeXssrOYjbE4/K4UCqUKGRyMpLTyCBiaidJEuuKVjM1P01iXALegJd9NS8hCgJ6je6ByitJEq0j7WRteDKb0/ux3H7hcJjf/vJXuN0uhgaHOHLgINevXmXj1i1cOHuOispKGurrySvIZ8/+/Rz48Le0tbSyet1aNmzejNvlikZGGx0eId4cj98fYGJ8HLvjwTde9ysffHZo45zcHOqv1ZGUmPSZJhwPyks7dzM0PITBYECpVDI1NYVBbyAYCrJ101Y0ajUrK6txOJzIxIjZ5DIFeQUY9AasSVYWXAvs37ef6elpnA7nZzzxwXEvuplzzd3zPcnLyeFc/Q0Skh6vHVRqNa++8zbBQIDKmoj/hdfrxRgXR15RIQlJScxOz6DT6xFlMrJy7xynKpWKV9/5EkqlEntqKjvMZlQq1eceCHwekiTRerORlfmFd32nUCgwb3My9nfTJMsezM69Ql9AosKMUaZDFGTMBufRiCoUgoJCXTZmuZFiXQ52pRWFKKdUf2sjFdFoFGOQ6fBJATbGVTMemMamTPyMJ96JK7yIsNZwl/+JIAjkFubRcLqBjeWPvkaYDCbe2PkqcpmMmvKVBINBwuEwRr2BTGcGtsRkxqcmsJjMiIJAYdat0K2SJLF51UZ8fi86jR5REEiMT8RoMD7W2PL5fYx5Jlmd/PQMyO7VXpIkceTScQbGhpicneRs3QUuNFxmY8U6LjVepSizgO6hHpLMiby97XVO3zjHlaZrFGcVsXf9brIcGXQP9TLnnkOv1eEP+Mm0Z9A70kdx1t3j8UmU+V4oFAp0Gg1jo6NYk5MfeWysXbeO1NQ0jKY45DIZ01PTaHU6ZDIZldVVmEwmyirKSU1Li4Qor7zT323jls2o1WoW5ufZ+dJuxsfGcDgffY6TJIme7m5sSdaHHl8xQSPGU0cURcK3OV8/DXp7+8jOziI+Pp6LFy4RCATo6u6moKAAmVxGOCxhMBiYmprGmepEo9UiDwQQRQGFUkkgECAcDoEUWYRdCwvRBEBPg+XTmXu9sMtJdR4Ht9uN2+1m9+7d/PCHP2RsbAy3282CyxXJ7j03R2JSElOTk0iSFPGX0WqjJk5pSz4fy3G7/T4fSNIDOwvej/tlVddqtRRur+D04YuszViJSh45Qbxf+wuCQLzeRLzeFP3MYoxs7Jadte9nAiUIAjq1Fp06cmKnUT14krrlIALto13MWH2sKi64q4yC8OD5VB4Uv9/P+Pg4e/a/wk9+8B6joyOEQiGmJiYxWyzMzs6QmJTEzPRMJKO7SoVWq0Wx5OBudzpRqVRLGg+BYCBIKBR8IJO2hyF8n/5NTk6my2TgyvUrVFVURcMvPyoqlYrMjFsni/fKYXE/nwm5XB5NwresdTAaHu8kf7m/FxYWOHHuJDXrVt/z3U5OTia5O466K1cprap85HYQBOG+DqTGuCUna8P9nbNFUSQhKbLhVms00d88KpIkEQ6FaKytI16pikah+3SZ17+xhd/U/gjxskCiGB/9/H7IBBlp6pTo/8fJb2VTjifSZzrZvU/eRUEkRRWJBrjcEmmylHte++m6AMyH3VzN6mbXt9++ZxkdTgddtk5utNVRnlN6Xy38ZyEIArbE5Ht+t5wBPMNx78MPQRAwx905xvU6/T2v/TyW67zoXeRU/Tmqt9Xcc24QRRkh6cEjCD4MYSlM11AP+zfs4f2jv2RkagylXEnfSD+J8QnMLMySaEpgwe0iGAqiUCjQqrXRIB6zrnlW5JfT0NlISoINSQJ/wI/yCSeVXSYYCiG7RxsJgsDa1Ws4+MknrFy3NhqR8qG1AAoFGVm3zXH3MFE1fIYG0rR0/XJerOWkfA/L8tgY6OunvbGZvS+/HNNoxHj+UCgUIEl4Fj1odU/H/regIJ8Pfv0bZDI5pWWl9PX1kWxLxmIxYzAYcDodTE5OkpBgQa/X88d/8kfR3waDQURRxGw2Mzk5SUlJMWfOnGXt2jWf8cTHQ5IkJsYmKCksveu7lJQU+vr6SEhIeOTNmMFgID09nbraWioqKgiFQui0Wux2O5OTkzidTsLhMEmJichkMt588807fh9JBFfK5OQkohDJSutwOjF8xubl85AkiYH+foqKiu76ThAECksKUWtUHD92EfWiHLnweELN00CSJNyCF1uZk50bdt9zMVYqlYQDQfx+/2OfEC+jUqkoLC7m6qXLlJSVIVfIUSqUONPSWFxcxO5wMjk+jlqjQRTFO3wpILKxLCkrY2F+HrfbjUKpRKPVRqOPPAkCgQCBpagmn0YQBNasXcPNmzf56MjH6LV6ZOLz17+Pg8/vIxgOsnbDOpKsSfd8d5c3ITcbbnLm44Oo9DrE34F2CIfD+Fxu8jIyqaiuue+Jp06v45W/+jKnf3KU5qONqFyyh4xZ9vSRgIA6hGJNPLu/8SUSEu89D4uiyIYtG6m7XsuB60fQybXIhBfTGl0CAiE/fkWIlbtWY3fY71nnRGsilxdaKJTyn/ghnCiI1BRXc6b2PAXpeei1epAkcpxZDI4PE280EQwF0ag1yGRyNpSvZUP52lt1kCSut9ayumQlg+ND2BNtzLnnSbOlfcZTHw1JkhicHCI533bP7/V6Pbt37uTc+fPUBvwRv6fnbaA/IJIEHrebOL2Bl3fvfqQ1TZCe9NFbjBifQpIk+vv7aWppZMvWzY99mvmiI0kSzU3NzM0ssH79+rvaIhAI8PHHH7N23brHEjaeJyRJoq+vj9aWFnbu3HnfjchyUqfFxcXH1uo8DQRBWNIUKO7bL5Ik0dHZSXt/L2s2bHhsLdCLQDgU4uLZc2Sm2KOhju+FJEmEQpFEeuElR/TfFRQKBVqt9oHMCn7X2kEURbRLGtEHma8kScLr9UYDcjxvKJVKNEtC++ex7O+2uLj4Qvflg4xfSZI4+vER7B4Lmbb034m16WGRJIk59zxnBy6z72uvfebG+3kf5w+KRhPxVX3U/o4JGjGeCZIk0dTUSEdnB0UlhZhMpns6MD+TiUviCztd8Hg8tLW2I0giGzdujDrZfpr5+XmOHz+O3eEgPS0t6rT7NHjS7f7p+/l8Pro6O5mbm2Pr1q33PPH+XUOSJG7U1tIzOEBecREGo/GZLcqS9MSDPC3d9+5xIkmwMD9PW1MT6Sl2VlRUPBEfjBgxYjyf+Hw+jh84hmoSspIzUCmegNb2aa/JT+j+oVCIoekR+gMjbN2/g3hz/O+lsPWwxASNGM8MSZKYm5ujo6OD+YX5aGxAn99HY2MjUjjMihWVT3Wj4vF66Orqorio+PMvfgqoVCoyMjKw2WyfW89AIEBPTw8jIyNP7XTf7/fT2toaDXH7JGhsbIyEXy0qQhRFFAoFqampOJ3O34vT/WUkSWJmZoaOjg4WHjJ/yuNw/cZ1KioqogkMnwRhKUztjVpUKlXE7+m2ftTr9eRkZ2M2m2OLbowYvwdEgowM0Nfdi9/3eBGW3C43DQ0NrFq1Mpo76EnT0tyCwWDA4Xz0wBcQ8Z+02pPJzsn+TK12jDuJCRoxvhCW1c1NTU10d3eTn59Pbm7uUzermp+f59KlS+zYseOpPeNFwu12c+bMGXbv3v1E7rdsElJbW8vo6Cjr1q27p/YqxtNBkiR+85vfsG/fvicq1C2/r3V1dQwNDVFTU4PVao31a4wYMR4JSZLw+XwcOnSI1atXP9X5xOPxcOjQIdatW0diYmJs3nrGxHTcMZ4pyxuWlpYWPvzwQwRBYO/evRQUFDywfe/j8DQiAr3IPGmzKUEQkMvlVFVVUVNTw+nTp7l58yahUCjW7i8wgiCgUCioqqpi06ZN3LhxgzNnzuDxeGL9GiNGjIcmGAxy7NgxysvLn/qhhUajYdu2bZw5c4b5+fmn9pwY9yYmaMR4JiyfdHd2dvLhhx/idrvZs2cPpaWlMRXk7yCCIJCQkMCePXvw+XwcPHiQ2dnZ2Kb0BUcQBEwmE7t27cLhcHDgwAHa2tpeaCfYGDFiPFtCoRCnT58mMzOT9PRn41RuMBjYtGkTx44dY3Hx8ZNmxnhwYoJGjKdOOBymr6+Pjz76iImJCXbv3k1VVdVjRTF4VGIajTt5mg74y9qN6urqu7QbMV5sRFEkMzOTvXv3Mj09zYEDB5iamoq9WzFixPhMwuEwly5dwmQyUVBwdx6ip4UgCFgsFmpqajh69Cj+J5C9O8aDERM0Yjw1wuEwg4ODfPzxx/T397Nt2zZWr16NRqP5wjQYy8+NbYieHbdrN/x+PwcPHmRmZibWBy84giCgUqlYvXo1a9as4fz581y8eBGfzxfr2xgxYtyFJEnU1dURDodZsWLFF3LQmJKSQlFREcePH38uQ6j/LhITNGI8UZYzJ4+NjXHw4EHa29vZuHEj69evR6/XPxcmUrFN0C2eVUjh2303Vq9ezenTp6mrq4v5bvwOsHxSuGfPHsxmMx999BHd3d2Ew+FY38aIEQOIrDVtbW1MTk6yZs2aLywMtiAIZGVlYbfbOXv2bMzs8xkQEzRiPDEkSWJqaorDhw9TV1fHmjVr2Lx5M3Fxcc+NgHG76VRsE/TsuX1TGgqFOHDgQMx343cEURTJy8vj5ZdfZnBwkEOHDjE3Nxfr2xgxfo9ZPnwcGBigo6ODzZs3f+FhzgVBoKSkBK1Wy5UrV2Jz1FNG/kUXIMaLSzgcjgoQc3NzXLt2Db/fT1VV1XMZQs7r9fK3f/u3XL9+nWAwyN69e7/oIn3hPLMkibexrN2orKwkPT2d06dPk56eTklJCX6/H6VS+YUvRDEeDUEQ0Gg0bNiwgfHxcU6dOkVKSgoVFRXPJKpcjBgxnh8kSeLq1auYTCYaGxt56aWX7puk9lkjCALV1dWcPn2axsZGiouLY/PTUyKm0YjxSASDQf7+7/+eCxcucPr0ac6ePUthYSG7d+8mKSnpuXxhFQoFV65c4Wc/+xlzc3NfdHGeC74IQWOZ2303gsEgH374Id/73vc4evRo7ITpBUcQBKxWK3v37kWj0fDRRx8xMDAQ69cYMX6PmJ+f50//9E/5+te/TmlpKSrVE8gi/gQRRZH169czODhIV1dXbH56SsQEjRgPTSgU4p/+6Z/4i7/4C/7dv/t3OJ1OXn75ZVJSUp5LAWMZmUzGG2+8gcPhYOPGjc91WZ8FPp+PtrY2+vv7GRsb+8Im2WXtxvT0NN///vf5V//qX9Hd3R2b9B+ScDhMb28vg4OD9Pb2Phe2xzKZjOLiYnbs2EFHRwdHjx5lYWEhak4R6+MYMX43kSSJM2fO0NjYiNfrZXx8/Isu0j2Ry+Vs2bKFpqYmhoeHcblcsciIT5hYZvAniCRJhMNhhoaGmJqaJPy72LQSNDTc5C//8i+ZX1ggNzeX//Dv/wPWZCsOu4P4+PjP3cCHw2HGxsYYGxsjFA5HbvqMGB+f4J//+Z/5i7/435+xeY6ATCbDlpxMYmLiF+YIdzszMzNs3bqVzs5O/u7v/o533nnnCxO+JEmivr6ejz/+mA9+/WvycvL53r/4F8hlz6d1pyAIGExGUtNTUSqVz4XQGg6H+fM//3N+8IMf8O677/K3f/u3z5UJmiRJDA0NcfXqVTIyMtBqtczPz1NZWflctF+MGM87kiQxPT3NUN8ggUDgiy7OZxIOS/yX//KfEUWRr371qyQmJj7yvRRKBY5UJ/Hmz99fPCput5sf/OAHHDhwgP/0n/4TxcXFT+U5v4/EBI0nyNz8HCdOHMNkMZKUnIggfPGbyaeBz+dbsrcGQRARBIGA309vdz+W+CRW16y+7wbH6/Vy/ORJUMpJcTiQPeONpISEz+tFrVYDz3JzE0lYONjfj0IS2LJpE0ql8hk+/26WN6a/+c1vuHDhAmlpaV9oeRbdixz74DDygRBJajNKhRKZ+PxslG9HQmLOu8CgbIK1r23C7rB/4ZtlSZL48MMP+dKXvsQPf/hDXn/99S+8TJ9mOXHn1atX+bf/9t8yPj7OBx98QE5OznNX1hgxnieCwSAXTp5jpnGcNIMdhez58HW4H5Ik4Q8GUCkef50LhAL0zQ9hLktmzaa1T+UAZXZ2lrfffpujR4/yb/7Nv+Gv/uqvYnPSEyImaDwhfD4fH378W2rWVWFJsDz0AB0cGGRoaITyilJOnzzDxs0bUKlUhEIhRoZHcDgd0WvD4TB1tfUkJCTgTHUgCAJ+v58Tx07i9/uxO+zkF+Sh0+nues7yQi9JEnK5nJnpGfr6+qlYUc7k5BQ//+kvyC/IY/PWTQ9dh3A4TH3tTYSQgppVNXf9PhwOc+DQIdIL8khNS3vo+8/NzlJ7/TrrNmzg3JkzlFdWYjKZkCSJwYEBHE7nHXkybtbVYzLF4UhNRSaTEQqFuHT+PKPDI2Tl5mB3OEhMSrpvXYLBIAqFgsb6m7S3tbF1x3ZUajU/fe+HWBIS2Pvq/ofWTEiSRHdnF6O9fezcvv0zf7+sIXuaatyjR4/y/vvv8/d///dP7fRbFEVkMtln9ncwGOSjH/2GokA6Kabk+14rSRJjs+OcbbpIcryV1fnV99V6hMNhhqZHmJqfxqQ3kZpgv6O9lxdCpTyyYI/NTuDyushKzuB8y2Ua+1rYt2o3Kebk+5bF6/dyfOgC2/9wD2aL+b71WzYTetrhfCcmJvjKV77Ce++9h9VqfWrPEQQh2qcP8h4v133ZnKu1tZWvf/3rtLe3s27dOt577z3i4+OfWnmfFDKZDFEUYxuQGM8USZI4f/Is8vYgJamFjzz+2gc7OXz1ONn2TLaUb0ClfDyfiVA4xPnGS6wvWQNAIBREJooEQyGO3ziFVqVhfekaOoe6OXb9FBvL1lKcUfhIzwpLYW72NUOBmtUb13xmG0iSRDAYfKi5VpIk2tvb+a//9b9y48YNPv74YxISEh6prE+aF33eeT7tEl5AmpubycxNeyQhA6Cnu5cPf/MxWq2Gn/3kF2TnZHPuzHkSEhP41c9/zSuv7qWopIjOjk6CwSCzM7Mc/uQY3/z2H5CTk8Xg4BDDQyMUlRTS093LzPQMtTfqqagsZ9HlxuF0UL6ijNaWNoYGhyguKSLZlszVK9fo7emjYkU5oyOjCKKILcX2SG0giiJlFaUcPnAUt9uNXq+/4/uBgQGUBt0jCRkA01NT/OxHP8GWksLPfvRjEhISOXroEHqDgV//7OfsfPllVq9bS3NjI64FF+FwmMMHDrLn1VdYs249/b29NDU0Urmymv7eXqanpmmoryc1LQ2j0YhCoWDtxg309/bR091Fano6mVlZCKKAzZ7Czbp68grycbtclFVUPFIbCYJAZnYWw4MDjI2NYbPdu62DwSA3amvpGehHkMmemu5l0bNIRc1KPjpy+Kk8QwKkUIjEeDM1q1ah1WrveV13ZzfmKS0pqfcXMiCy2By+cYIdFZup72nkaN0p0pOcjM6Mo1VraRvsIM+eTedID4lGC++f/YAtpes52XCWV2tepiavminXDA6LjZu9TfgCftYV1hAIBfnNpQPYLTaykjPoGunBbrGhV98trC8jCAJqpZqaxHKunLzIztdfumfZJUmiq6uLmzcbl75/eouFJEm8/PJerl69/pQ1qhKSFKakpJjs7OzP7DOv18vlK1eYmJpEXBrL4bDEv/qLv2B4eJj5+Xk+/uQQ5udc0JCAcDCEw55C5YrK5yZ6TozffRbmFxivG2ZH/uP5Fg6MD1GYlo9GpeZswwUWPC60Ki2pVidzrjlUCiWhcJjO4W5SkxzMLy7g9rgRBAGlXIkzyY4/4Gd0ZpyK7FIuNl+ltb+dmoJqGnqamF6YZXXhSsLhMJm2dC40XaYiu5SekV7iDXFYjOZHDkAiCiKlqYUcqT2Fq7IUg8Fw1zWSJDE5OcmVy1cI+AOPZKL80q6XyM3J5fjR48TFxT3075800pI1hMPpoKKi4oWcd2KCxhNieGSIVesfw9ZYEDBbzJw9fQ5HqoOJ8QlGR8e4Wd9AQVE+7e0dxJniuHLpKpXVlfT1DZBfkIdKpeTwoaOUlZdStbKSrs5uam/UsWfvS8hkInMzs5w4fgqj0UhBUT6L7kUkSYqeXpdXlDE0OAyARqOmsDCfM6fOkp2dhUL58ANaFEVs9mTGxsbuFjQGB8nIzHqsiTLFYefEkaOkOBwsuBYYHhyiu6uLjKwsxsfGGB8b4+qlyzhSncxMTZOaloozNZVPPv6Y9MxMVq1ZzcTYODfr6qlZShqk0Wj45c9+hlaro6i0BI/HQygUQr50YutMTeX61ausWr0aj8dDQXER9bW1ZOXmYDKZHroOgiCQlpnJwODgPQWNYDDI4aNHMNmsbNvzEuJjaBpmZ2YwLW3g3G43CoXiLpMtSZKYmpxErVajNxiYnJhgbnYOg8GA1+dFJsqwJCYwNztLktX60P0nSRKD/QN8dPAge3bvvqembaCrjxxz6uf79yxpIeJ0cRi1Bhr6WpAkieb+VpLNVm72NtE/MUhldjnXu+opcOYwNjtBWlIqKRYbB68fpTqngmA4xKLPg0oROdE7cPUww9MjeP1ewlIYZ4IdBLjYepWdK7bctzyCIGDWxbMw1HDPBVSSJG7cqGVycppt23agUqkfqu0+zcLCAhqNBrlcTigUwu12YzQa77rO5XLh8SySkBAJMz01NYVCoUChUOByLWCxWBgbG8disTyyCZ/P5+PSpYvMzs5SVVV1z77zeDwcOHSIotJSqtd+9inkZ/Hpus7Ozt4zP08oFGJ8bBxLggWFQsHgwAA+n4+kJCuLnkXi4uIIBYP4AwHM5vtroO5HOBymrbWVTw4fZtfOnS/koh/jxWN0ZASHLhnhCRxSGDQ64vRxfHjhIIs+D0iQ68xm0buIxWjG7V1kfclq/uHge7y+YR91Q12kWGykJsVz+Opx+sYGUCoU1HbUs3/dXjqHughLEm6vB3HJlNqg1SOflVOYno9BZ8BsNGPQGjhee5ovb33rkcsuiiI2jZWx0bG7BA1JkhgeHubyxcts3LCReNPjHVz4fD6CwWB0vZqZmbmn1tUf8DM5OYk1KaJB7uvvIxwO43Q4gcga4XK5EEThkcsUDodpbm7m6JGj7Ni5A7n8xdq6v1ilfY4Jh8OPZU+u1WooLimivrae7OwsQuGImYHdkYJMlGEwGrh+7QaWBAsJCRaSrIl4PV6Sk60cO3yCzVs38cnBw4iiSEqKjV/94gOMRgMarYacnGzSMtIQRZGW5lbGRsewO+wkWZOQy+WYTHH09faxMO+io70Tuz0FmfzR6yJXyAmGgnd9HgwFkSsefcgplEoKi4tpqK+npKwUmSjD6/VidzjQ6/VYEhK4cPYcpvh4rNZkRFFEp9ej1xvo7e5m87ZtHDrwMaFgiBS7nRPHjiEKAmnpaZSvqECj1aHT6+nqOEtXRydqtYbU9HR+/IP3cLvdKJUqDAYDw4ND6A0GtBrNo9dFLicYvLuNJEmisakJQ2IChSUlj7QxkySJyYkJvF4vvd3d5OTlgSQxOzuL2WIhLi6Ovt5eBEEkPTODyYkJDvzmQ2RyGV/9xh8w2D/A1UuX0Op0DA8OUlFVBUBzYyN7X3uVzKyshyqPIAg401KRyWWcu3CBHdu23VWvgO+WCdNnIRdllGcU8w9H3mPB42Lfyt2cbDgLgMfnxWIwY9DoscVbGY4bweP3RhY+jQ6jxkDvWD+vr9nHxNwkTf1tyGUyqnIqWJ1fjValZdG3yI2umyAI9Iz2sq5o9QNUELiPddvU1BRDQ8Ns377rkU3TJEnC7XYzPT3NwEAfdrsTuVyOWq1mYKCf8vJyenv78Hq92Gw29Ho9v/zlz/F6vezZsw+VSsmvf/0rtFotfr8fjUaDxWKhu7sbu93OK6+8+kjlUqvVbNiwkaNHDzMxMUHSp8wQJUni4qVLFJeXkZae/khjORQKMTY6yuLiIlNTUzgcTlQqJZ2dnayorGTR7WZ0ZBS1RkNaeho3rl+nof5mJGzyK/toa23l+tVrZOfkMDs7g1yhwOvxotfr2b5zB9bke5vF3Q+ZTEZBYWHEfLW+nqqYI3uMZ4Df70cpVzz2WNOo1Hx86TBpyam8s+UNTtSeIceexeT8FCuyyxibGSfN6uRC8xWq8iowG8ykWGwkm60kmRKxWZJxJNqZWZihLKuES81X0al1eP0emnpbWPQtUppVhMvj5p8O/ZC05FQEIuaVLX1tFKUXPHZbKEQZwXs4wgeDQS5dvMSu7bvQaDSP3FaBQIDR0VFmZmeQJAmL2YJOp6O5pZk1q9cwMTHB9PQ0cXFx2Gw2jh07xtDwEAX5BVRXVXOz4SZ1dXV851vf4bcf/paioiIamxpBgi+/++VHOpxcjt4XDAVpaGigvLz8hZp3YoLGc0J5RRll5aXsemkHEBlYlVUrkImyyEmpKEQS5CEgykQqKssBOH/2Ajt2bSM9I41vffebAAgIBIJBJCmMQqFg246tUTv5N95+DUmSUCqVSJKE2WJm36t7EQQBh9NBYXEhcrnsuYiK9GlS7HZeef21qG+EKIqUr6hAWCqrINxqI0EUoifMTQ0NVK+uIcVh5w++9S3CoRAymYxAMEg4HI5oLpbuIZfL2bF7N6GdkbYTBIFvfvc7kevkckRRpLCkOPr8J40kSXT2dLNh145HnkjGRkc58JsPaWtpQalScvTgJyQkJaJQKNi0dSsAv/3lr5DLFfzhH3+X/t4+CkuKaG1uYXFxkbIVFYwMD5FXUMjHH/yG4cFB9r/5Bq6FBdwu1yOVSRAEUux2mmrr8Pv9jxxPXRAEqnIqKM0oRhQERFEk35ET/W450ptMFClKzQciqmdREGnobaYmvxqtSoMz0c63dnwVQRBQyZWkmG3Y4pMjfjFSGJlMxrrCVY/tcNnS0kpJSflj+b+EQiF+/vP3mZ2dpbb2Ojk5uVgsCQiCgF5voKSklGPHjjAyMsy+ffvJysrG5/OxYsUKenq6kcvlzM7OolQqCYfDeDwe3G43NTWr6erqIhwOP/JYFkWRsrJyWltb7xI0gsEgM7Oz1GxY/8hj+fq1a7Q0NXHm1GmycrLxLC6iNxhRKOSUlJTS3d3NgQ8/wu6w8/VvfpPWlhZ2vbSbX/3iF4iiyNp16/B6vfj9fjZt2cIHv4oIXJOTk/R0dz+0oAGRcZZfUMDhjw9QuWLFC7Xgx/j9ZlV+FeXZpShkCuQyGQWpeZG5SYqMa4nImrmhdC2iKEMQoCg9H0EQEAWRHEc2oigQCoVQyBWsLKhCAGSijK/vfBcAtUKFBPyfX/1/IQBymRyZTEZ5VgmKJyAs3Y+RkRFsVttjCRkAh48eZnx8nMOHD1NSUgKASqVCEATWrF5DbV0tFy9dpKysjFdfeZXOrk7eeuMtPj7wMevXrWdNzRr0Oj3dPd3Mzs4SDAWZm5tDLpM/liZCEASKCos4dPgQ5eXlj3yfL4KYoPGccK+NyPJmbNmhqaW5lYyMdHR6HW63m4H+QdZtWBvdJMjlciRJ4vjRk4yNjfHaG/vp7xvgtx98hEIhp6Awn5GRUV57Yz+nTpxhRVUFZnP8HYP/eQqH+WnutblXfqqNBvr70Wq1JFmtBAMBbtbXU1ZRQUlpKRCpn0wm49qVKzTdbGDvq/uRJPjZj36Ex+MhKyeH3p4eXn/7LTQaDd2dXaxa8wCn2k+IyEZXeiyTDK/Xi0arQavT4ln0YLUlk5ufT+21a4SlMGq1huKyMmQyEYVCSZI1iauXLiMQsQUOBoMEAkEsCRYKS4oZHR7mwtmzxMWbGBsZpaSs7JHLptZo8Hq9j5W4SRCEaCQTSZIQZSIev5fO4W5K0iOOhrXdDRSn5qO4TUtSmlHE2OwE/3Tsx1Rll1OaXkRDXzNXO2pZW7CS882Xqc5dQWl6EQBK+eNHS/F4PHeZED4skiTh9/tJTEzE7w8gCAJr167jo48+RKPRIIoiubl5WK1WzGYLKpUKmUxGT08vubm5yGQysrOzmZqaIj4+Hrc7YnO9sLDA3NzsYzunG41GXC73XZ/7fD6UatVjLfquhQUSEpMQRJFAIEB2Tg4ul4vZ2VkkJCwWC2UV5cTHmyOHJQ4H9XV1WBISGB8bZ2J8LCpMNDU2YjLFYzQamZubw5aS8sjlkslk0cOf5/FQJkaMeyGTydDKbmnilYrIgSMCNPW2kmZ1otfo8AX89I8PUJiWjygT7/j9idrTjE6P8eq6vchEkQ8vHCJOZ0Ct1NA/PsDOqq009DRTnl2CxWi+41lPk8XFRQx6w2MLMgsLC9iSbYTDYQKBAKtWraKurg6IzMV2u52K8gqczohplNVq5UbtDaxWKxOTEzQ2NZKRkcGJkyfo7O6MHuhKYQmv1/tY64FCoYj6bLxI5lMvTkl/T5EkiVMnznCz/ibBQBBbSjIul5u8gjzCoTB5+bn88Ps/ZnJikpf3vYTD6WBwYJDUNCedHV0UFxex/7V9DA0OkZCYQFtrOyPDo1y8cIn8glzM5ufbAfNBkCSJuhs3uHzhIgvz86RlpDMzPUNOXi6L7kUqKiv56IMP6OropGbtWlbWrKL+Ri0rV6+m9vp1tmzfzltffpcb164xMjSM0+lEoVBw7JPD+Hy+ZypoAI/tKxwXF4drwYVMlPH2V97FYDRiMBpJz8wkxZ6CMc7I7r17otenpqUxNzuHyRxPMBhALjdQXbMKY1wcdqeD7Nwc4kwmuju7KC4rffRqLTlCP8moS5PzUxy4doSJuUmcCQ7ONl/ErI9Hq9JQ4MihY6CbT24cJ9mUxJc2vMa1jlrWFazibPMlilLzOdVwjsS4BDw+LxnWNDpHeihJe/SoLnfz+HUVRRGLJYHm5ibeeuttCguLsNlSeOONN9FotIiiyMaNm249UZLYvn0H09PTS4thRPMTFxeHKIqMjY1RUFBIU1Mj+/Y9fOS0u/msPn2wqFT3I8Vu5/ChQ+Tk5LB3/yvodLolQTiAWq0mLT2dtPT06PU1a9ZQX1fHylWrmJ+fJzEpCY1Gg0qtRpIkVtXU4HK58Hq9OFNTH7lcy8SCNsZ4kZEkiTM3z1Pf1UAgGMRmScblcZHnzCUUDpHnzOEnx3/BxOwkL63aQarVycD4IOnJaXQOdQEwNT+FXCanb2wAsyGept4WLjVfIceeeYeg8fQrwxOJs5HqTOXc+XOsW7eO7du2Y443k5mRCUTm4pLiEkqKI5oOSZLYsX0HLS0tFBYUMj8/T3ZWNsnJyXznW99hz0t70Gg0DA0PIZPJHskv7HYEQXgifjrPmpig8Zzj8/pob2unqLiQf/7H98hfzGXHru0cP3qC1LTIQhkMBgkEA0jhcPR0Qi5XEAwGEUSBhpuNbNy0Ho/HQ2l5KdNT02RkfLE5E54kkiRx9dJl1m5Yz3/6D3+F3+9n/aZNXDx3Dt3S6UEwGCIQCBAOhyKRkJbMx4KBIIIg0NzYSEFhITq9HrVazV//f/6SOJOJgD8QsY/9gnNePAx6g4GqmpVYLBZSb7ONT15yPJ+cmECn16NZ8jGRyeWUV6644x7GuDgkSSItPYOBvj7UGg2WhIhDuEepZGpyksys7DtOu74IrnbUsiKzjH8+/hM8fi/WuERm3LP0jvezpWxDNEzxss9QMBxCKVcSDocIhcOEw2Fs8VaGpkeozqngwNUjhJbM6Z4XRFFkxYoVZGdnU1xcEtV2Ldv6hsNhRkaGSUmxR8PNpqdnkJ6eEb3HcrKs5TC7ExMTxMXF0dXViceziN8fcY42m83PlSmQ3eFgZU0NObm5WCx3R/T79FjWarWsXhMJtZlwW4IwSZIoLi6mr6+P9IwMhgaHmJ2ZRRBgcnKSrOzsmGYixu8dvoCf1oEOSjKK+IdD75Hv87CjagvHb5zGmWQHIiFsA6Eg4aW5A0Ahi/hhBoJBUiwpDE0O4w/4UClVZBsyybC9uPuL3JxcBEGgpLgk6nCefJuJ5fDwMElJSUu5xATM8WbWrlkLcIezuCRJqNVqxsbGcDqctLS00Nffh1ajZX5hnsyMzOfaguRJEhM0nnMUSgWWBAsnT5zG6XSQkZmOJcGCM82JNdmKTCbj69/8KpIEsqVNX7zJRGdHJzVrVjE4MIRCocBgNHD1yjUGB4fYu+9l5ubmHst85XlCEASycrI59NHHJCQmkpaRQZI1idS0NNRLG5BXXn8NacnMQRBFcvPyOH3iBBs2b6KjrQ2/309ScjJjo6M01NfzR3/+ZwiCSHtr6wuhovR6vbS3tOJMS2NsdITk5GR8Ph8dbe2oVCpUKiVut5uAP0DDkjmZhESyzcbU1BSiIJKWkU5vdzcjQ8MkWpPIzs2l9vo1pqemOXzwIPFmM16Ph6TkZPp7e3n97bex35bf5Ysg35HDwWtH8fq9pCWVYI1LiESl0hqRiTKKUvPJd+ZGfJsEkcqsMg5cO0JFZin1PY2syquiZaCNyuxyDlw9QrYtE9lzsOGUJImRkRHm5maxWpOZn5/H6Uylq6sTrVaLy+UiISGRyckJtFotH3zwK77+9W8yPj6Ow+Ggs7ODrKxsVCoVtbU3CAQClJaWIYoiV69eZXh4iMLCInp7exgdHcHtdrO46Obb3/4uzzaR5d14vV5aW1pIS0tjdGSU1NRU5ufmmJqcXBrLKlwuN4GAn5t19VRUrkAKSySn2JianEQURdIzMujp7mZ4aIgkq5Wc3FyuX7vG1NQ058+eQ6PRsOhZxOFw0trSwlvvfAmH44sdyzFiPGuUcgWJcRZO1J3BkWAnIzmNhDgzqUkOkuITkYkyvrr9S0iAbClcttkQT9tABzWF1ejUMjqHuklPjhx6Dk+NkGhKJGl++rFzdDxL5ufn6eruIjMjk6HhIbKzsxkZGWF0dBRJkoiPj2dqagpBFDh85DBfeutLjE+Mk56WTl9/H+Z4M8nJyTQ2NTIzM0NGegZ2u50Lly4wMz3D3Pwc4VCYDes3UFdXx8TkBMFgkIL8x3eOfxF4/ndQMQDIyEhn/+uvYDbHR3IxZGVETxdu3whLksQrr+27I9Sm3ZGCIAhs3X4rTOeWbZtBimhDxNucqW//74tGnMnE219+F+dSno7c/Pzod4IgILvN72HDls2s37yUlFCSyM6NnGJUrVpFRVVVNDlOXkH+bU7mRJ3Gnzca6uo5+NsPWbNhHbXXrjM1OYlOryfFbket0TAyNIRrwUVRaSl116/jWfTQ1tqCyWTCteAiv6gQu9NBZ3sH1y5dpri8lOzcXFavW0f9jVqMRiOXL1zEYDCwdcd2jh8+wtzs7BcuaEiShCgIvLvxDdYWrLq1R77NuVEu3EoWmJro4I92feOW4yMCq3IjkYOK0wpZNnUKh8MPnIzuaRAOh/nRj95Dr9eTlGTlzJlT2O0O1Go1ExPjOJ2pzM3NYTQaWVxcxOVy8bd/+z+YnZ3D4XAwOTnJ66+/QU5OLufOncXjWSQ9PR273cH27Ts4ffoU1dUrmZ2d5aWX9jA+PsbRo0fw+wNf+AFEfW0tH3/4IWvXb+DGtWtMTk6i1+tJsaeg0WoZHhpiYWGBktJSbly/jsezSGtLKyaTiQXXAkVFxTicTjra27l86RJl5eXk5Oaydv16aq/fIDcvF4PByPGjR1m3YT2exUXmZmdjgkaM3zukpfkuLcnJ/nV7MBsi+4uM5PToXLocslYQIiaS+9a8dMf+ItdxK49OKBxGFAVsZisSUlSD+kXOpQ/CkWNHaG5upqqqinPnziGIERMlrVZLamoqg4ODuFwunE4nvX29/OqDX9Hd3U1SUhJjY2Ns3LCRl3a/RF1dHZ1dnWzfth2Hw8HO7Ts5c/YMeoOe8fFxmpqbeHX/q5w6feqpJlR93ogJGs8Zyxl0ZTJZdLOz/7V9AFGBYDm77tXL17AkWMjMykAUxehLvfx3KBSKZvD1eLz86ue/Yv/rr3Dw40+i5kBtLe0UFOYxP7+AxWJm7/49L4Q6b7mukY2myMYtW6IRleDWRnE5NOiJo0fZu39/tH2W2xgguJR5Wy6X4/P5+ODnv0Aml2NJsDA0MMia9es4d/oMSdYkdu3Z81yaWCSn2DDFx3Pj6rWljKig0+nJzs1FoVQyNjK6NG4iJmOiLOJYn2S14kxLo6O1Db/PR05+HgajkcSkiNnJ6eMn6O7sxJGaitWWjM/r5eTRY4TDYdzuux2AnwWSJBEKh5CJMtKtqXxn1zcQhMiiKUhLmeGXFrlzzZfJsKZit9gQBTEalUq47T6CICITBOq6b3Kh5QrbyjdxvuUytngrL1Vt/0IWSFEUKS4u5vz5c0xMRPJdLC66KS4uIRQKkZ9fwOnTJ9HpdCgUimjmWK1WS05ObkSb1dFOUVExGzZsJBgMEhdnwuPx8I//+L9IT89gfHwMjUbD/Pw8V69eWcrc/fSy0D8otpQUTPHxXL96dSkEtIROrycnNxeVSsXoyAjhUBik5bEcqbs12UqqKpX2tjZ8Ph+5eZGxvBwN68SxY3R3dVFSWkp7WxvBYICTx48TlsKPHE0tRowXkXA4HI3Gt3f1S4iiEHUni66dYYlAKMBvLxzkzY37CYVDiIIYnXuBqEmqXCbH6/fxqzO/xaA1YI1P5Fp7bSSRX3cTjiQ7Wys2PpdrJ0B2VjZNTU1cu3YNlUrFwsICTqcTc7yZosIienp6ovVfnm/lcjlOhxO9Xk9jUyO7d+1mxYoVZGZmkpaWhiRJ/PwXP8cf8JORnoEoiExOTfL9974fMXv9PXLvigkazxl9vX28/+OfU7Wyio72DiAS6SEUCqHX6wmHw8zNzaNQRCJMZedkc/zoCZypDgb6B9FoNHzpy29x9cp1zp4+R05OFq+/9RquhQW6unoY6B+kv7cfR6qDva/swWQ6hyXBzM26BsbHJ+7YgD/PBINB/vnv/xcajQZzgoX6G7UUFhczMjyMUqnE7XJhs9uZnJjAbDEzOTHJh7/+NVNTU9gdDpobGnntrbcwxBl57x/+EUEQ+Pq3v8XYyChjo6OkOBy0t7ZSVFLCP/zd/7M0cXzRtb4/ycnJ7NrzMlZbMhPj46jVGkRRQG8wIIgiDqeTX77/PitX17B5+za0Wi3DQ8MkJiXidrlYu2EDWp2OdL2e9IyIbb8kSWRkZ2GMi8OabKWgqAiNVoNarWFyYpy0jIzPKdXToWO4iw8ufszKvCqa+lrQKNX4gwEkJAwaPTJBZGJ+CpVCRSAU8cs5cPUImcnpdI50E6838ea6/ZxtusiV9usUOvPYu3IXjgQ7iXEWFjwuqnMquN5Z98hZbJ8EK1euIicnF7PZzNTUFGq1BoNBT0VFBTqdnoWFeQKBIOvXb8Dv96PTaRkdHcXpTCU9PYPU1FQUCgXV1Suj9/T5fKxfv2HJHMBMTc1q4uLiqKysQqfTo1Y/em6YJ0WyzcZLe/Zgs9kYGxtHo1EjiiKG28byz3/6PjVr1rB1xw50Wi1DQ0MkJiXhcrlYv3ETOp0OfWYmGZkRJ05JksjKzibOZCI5OTmae0ehUDAxMREd8zFi/K4TDof50bGf4Qv4SLemcqnlGqWZRfSPD6KQy/EH/DgSHQxODJEQZ2ZkaoxPrh6jb6yfHHsW19rr2Fuzi1Srg3869EN8AT9f2fZ2xPcRibGZcWo76/nmrq/wDwffoyKnlOa+VlYVVGHU3p3N+3kgJyeHN15/A4fdwfDIMDqdDrlcjkKuQKvV8sq+Vzh+4ji7du5CLpcTFxdHb18vqc5URsdGMegNyGQyigqLovcMh8OUl5fjcrlIS01jYWGBxMREevt68fv8L4RJ9pPi96emLwhyhQJjnJHh4WG8Xi9dnd3YbMls2LSehQUXDTcb8Xm97H/tFf7uf/49Xq+Xnu5eRoZHyM7JxuV24/cHkMlkKJXKaIK8JGsS8fEmABypDvx+P4MDgwSDAVRKJQqlAp/P98JEUREEgbi4OGZnZ3H3ufF6vTTevMmGzZu4dvkKmdnZNN68yY7duzl1/DiSJHHk0CcYjEa0Wh0qtZq52VmMcXEolErE21S7aRkZzM5MY3c46e3uQa1Wk1dYQFdHJ6FgEPELdAz3+XwMDQySmX1n0jyFUkleYcTeczkTuNfr5dK584iiyPz8HBs2b44KB9evXGVmehpLgoWB/gGysrOj95qfm6OpoYH8wkIWXW4sCQk4UiNZuxcXFzl78hSWBAvDQ0PMzc5RXrkCu8NBwO/n7KnTeL1eSspKGRwYwGA04vV4qVxZ/cQ27Aq5AoPGwNDkMMFQiJu9TSTHW1mZG8lpcKX9BqFwiLWFNfzT0R8RCAYYmBxmcn6KtCQnbq87kjxSlKGUK5HLIu+Ix++lKruC8y2X2VSyDlEUcfsWMWgeLzzt/QiFgnR1dZGz5Hx4O4IgkJCQSEJCRLMUF2fi7NkzZGdn09fXR1lZORs3bkIQRLq7uxgYGGD16jUsLCwwOTlBQUFBtL/q6+soKChkZmaamZkZyssrkMki+Xnm5uaYmppEq9XR1tZKRcUKXK4FVCo1cXFxQGSTPjQ0hNlsZnh4iLm5OVwuF8XFJVgslkeu/+TkJOFQiKRPmRAolUoKCiNhipfH8vjYGE1NTQQDAfz+AF/+2ldJsdtZmJ/n9KlTCILI6MgIc3Nz5C/VXZIkhgaHGBocpKCokJGREQoKCjAvlXlkZIQL589TWFRMW2sroWCIoqUcOZIkMTMzE/HrkslobmxEqVRiSUh46ISVMWI8bxi0BhamXPSM9gFQ23mT6rwVNPe1UpFdxsXmy9QUVNPS347L4+bQ5aNoVGq0Ki16tZYZ1yypVicKuTJ6GGPUGlApVIzNTKBWqvEFfDgSU/AF/PgDfkThi9VmtLW3kZWZdc8Nvk6riwoJRqORa9evYbPZ8Pl8Ea2xXEFBQQEpKSnRg9i83DwGBwcxx5tpam5Co9FgNBoJh8NcuHiByalJSopK8Hg8eL1esrMjJmblpvJIfo2lPF79/f2kLZl7h0IhGpsaUSqUWBIstLe3o1Fr0Ov15OXlPdP2epLEBI3nDJ1Wi1qtJikpCb/PT9XKSuKMRqzJVuJMcYRCIS6ev0RDQyOvv/kqSdYk6mvrSc9IZ2HBFbFJl8uoWb2SmtUr77h3fkEeaelp9HT3IIoRQSQrOwtbSjKNDc3k5uU+Vv6GZ4koipji4wkEgxiNRhQKBab4eJJtNgpLiklKstLf18fVS5dYsz6StGvVmtWMjYxSVFLCxfPn0Ol1xJvj+dN/+b3ofbUaDe1traSlZ6DV61iYn+fbf/LHXDh7jpLyMuTPsH1CoRAD/f1YLBbGx8YZ6OvDakvm5JFj7NzzEuGwREJiAi1NTRSVlKDT6zlz4gRul5vq1TWIosiNq1fZ++qrDPT3U1hcHJ3Mrly8SF5BAZfOX0AUBA5+9BFf/WbEd+HYJ4cxGI384B/+kYSEhIgZWWICRqORsZFRujo6sdkj5i3dHZ0RM5alPrHZU7hw9hwGgwFRJuOTjw4QCoeoXFn9xNpFr9ahVCixmpLw+r1U5VRg1BiwmZMRECh05nGx7Sqdw128unoPdnMy1zrryLNnMz43icvjQiaIrC9azfrbMn/7/F6udNxgTcFKrnbUkpboRKfSPpEyS5JEb28PVmsyw8NDDAwMkJKSwkcf/XYpe7cKo9FIa2srubl5WCwWzp49w/T0FOXlK0hKSuTMmdPR/jty5BNef/1NwuEwFy9ewOFw0tnZQWNjA2azGYfDiSAInDx5AqVSyQcf/AqPx4PRGEdmZhYmk4lgMMj77/+Y9PRMJicniI83c+rUSWprb/DSSy9TURGJRDY3N8ff/M1/4+tf/wYnT55Ar9fT3d2FVqt9YEHD7XYzPzcHwMKCi8GB/kgG+8lJNm7ezPTUFPFmM709PVRWVeHxeDh98iQymYzNW7fS2tLC4MAgoyMjVK2sJjk5GUEQUCiVJNtsXL96jQ2bNjI0OITP5wMi78+Bjz4kKclKV1cngiAwNjLKa2++AUDjzQZmZ2cJhYIMDw3R092NJcFCit1OIBDgRz94j5LSUoaHh5CJIn5/ALlcHhM0YrzQCIKA2WBiZmGWZHMSgiAQrzfhTIxErUuxJJMYl0BdVwNVeRV4fF7iDSY6BruozlvB2YaL6DV6dGotf7T3m9H7BoKRHD8lGYWkJNg4c/MCm8rWc6XtOqsLV6JTP5m59POQJInBoUESLAkMDg0yMzODQq7gxKkTbNywkbTUNDxeD1NTU+h0OnKyc2hsaqS9ox2H3cHK6pUcPnKYN19/k3/853/kD7/5h5w9dxaNRsPAwADp6elIksSNGzc4dPgQ27dux+/3c+iTQ7z91tsIgkCyNZmOzg6ampsYGx/DHG/GmepEJsjw+/18/73vs6JiBfHx8fz0/Z/y1//hrwEYHhnm6rWr+P1+gsEgWZlZXLl6JSZoxPh8JEkiEAiiUMg/91TXFG/ina+8jVKhJBgMolQqCYVDSJKEXC6nuKQIpVLBpi2bkMkiTlq5eTnR8KvLCaQEQSAYDOHzelGqIt9t2bYZmUzGth1b7wjXKkkSr725H1GU4Vn0IIgiKtWt5y+XWZIkwqEwokzE74v4eARDkfCwgUDEifRxbDAD/gDyB2gjSZII+P1s3bGdUDgcyTa6lK1UJpORs/RCSlIYm91Oss1GwB9AuVQnQRAoKi2J3s/vv02NKQjs3b8/2o6rVkc2om986W1CS74cgUAAAQGZXBZ95u1ttJxMR5Kk6H1CoRDBQACFUvnApmmCINB08yZqtYZAIMCVixcBUCpVnD15ikAgSCDgZ7C/n7bmVr78ja/T3trOzPQ0+UWFxJlMmBMSSE5JIc5kIn3JjCQcCmG2WBjs70ehUDA0OERGVma0DnqDgfobN0jPzGR2ZobB/gE2bd2K0WhEkiJJ0q5euszeV/eTZLXiSI0kLpLJ5RiMRnLyclm7cQNNNxvYvH0r50+ffaD63g9JkiIaCFlkbCQYLfzh9q/c93pnoh2lXMG28k1RW+ICZx7BUBB/MIBacWuchpfurZQryLVnk2vPxuP3kmK23XHdcsZwURDxB/0IghjxEXiIJFRtbW309PTg9Xq5evUKbrcLozGOw4c/wWKxMD8/R2dnF3Z7Ct/73v9GV1cng4MDpKamkZSUiMlkYt269Vy+fJEVK6qi5TKZTExNTXLt2hXsdgdTU1NRzaTdbufy5UvU1dWSnJyMKIrRjbhcLqeiopKZmRmmpqbYuHETp0+fouxTCRmNRiP5+QXI5XK8Xg+zszNkZDzcZlsURS5fuoQoini9Xs6fPYs1OZlQMEhSkpWrly/jdrtwudwEg0Fyc3NpamhErpCzbsMGEATMFjOhUJCW5hZy8/JIttlQL+XHWLt+HalpaTQ3NkW1IcJS5vjW1hb27d+PUqnk6uUr0XdSpVKiUqm4WVfH1h07CAaDWBISgEhirIoVKwgE/HR3dpGZnRWZv59TG/MYv98EgoHo/Pgg164pWkVN4UrkMlkk/Hc4hEalpiRzyfRHiCQszUrJiPpkrMgpRyGTk5+aG71XOBwGQcDr9wLw2rq9kflUoaQ4PaJhz3FkEVry/VqeRyHiOK64rcwRn7kwsiWNIkTe4VA4RCAYQKVUPbBWZGZmhvb2dlwuF+0d7bS2tpKens7BQwfZtnUbV69dpbW1FbVazb//y3/P6OgoN2/eJBwKs7J6JWq1GqfTSUFBAR6PB0EUsNvtkUhT6en09vVy8fJF3G43ZWVl1NbWUlVVFS1zkjWJeFN81Ox9amoKKSwhCRKHDh/C5XJxs+Em4XAYr9eLx+tBq9Gi0WgYHR1FoYikJygrLaP+Zj2mONMD1ft5JSZoPGEkSSIYCCJXyAkGgpHNqSDwkx/+lHe/+s6S06ZAMBhELpcjiiIej5dQMIhSpUQURf7jX/3flFeUMT4+QWZmBiMjo4RCId79ypdQqVXUrKnhvX/+IXq9Ho1GzcDAIK++vp+BgQHCoTBr10fiyF+5fIVTJ86wZesm2ts6cLvdZGSm09TYwiuv7iU7J2spk/gJ2ts6SEmx0dfXj8/np7CogP7efl57cz+2FFtEgr9ey0DfAEnJVhrqG0ixpzA6OoZWo6GlpZU/+96fkJz8+ZEUJEmK1j8YCBBeUr3+7Mc/4ZXXX0On1SJxS2iSyWT4fb6IQKBQoFar+Zv/+t8oKCxksL+fhKQktu7Yzi9++j7f+M63I6YPYYmFBRfzLS20NDbR3dVFbl4e3V1dqNVq3nz3HeRyOYP9Axz6+GN0ej1KpZLxsTG279rJiSNHeevLXyZ+KaHh3NwcP/qnf+btr3yZj3/zW4LBINt37eLgRx/x3T/70+hk2dfTy8ljx/iDb3+Li0tmS8WlJfz0hz/C5/WyceuWz8+svWS9Jooi2bm5nDx6jJy8PFQqNX6/H4PBwPTUNK6FBYpKS5iZniYtIx25XM7uvS8T8Aew2VOiztqDA/0k22wMDw6i0+sxxsWhVqsjqltJIsVhx+Vy0dneQU5eLoFAALvTuSSAKUjPzGRkeBirLRmtVoMkSWg0Gvp7+7CnOunv7SXebMYYF0dXRycZWZlcvnCRs6dOUb1q1cO/P0tCRTAUXHLWFvjJ6V/yzoY3kC8JdcvXiIKI1+9dyo+hQCbK+M8f/A++vOlN/u7QP/PN7V9Bq4qU+cMrn9A/McDra/aRmuggLEkcvnGcnrE+tpVtJM+Rgy/g4xfnfkPHcDff3P5lMpMjp1eX2q4y555Ho9LQNtSJ1+9FrVDznV1ff6B6CYJAUVEx77//E9atW48gCMjlCrRaDX6/j66uTgoLixgdHSMzMwtRFNm2bQder+eO6CQffvhbenu7KSkpQ61WY7Va0Wp1+P1+ystXMDs7QzgcpqWlmeLikuhme/v2HSwsuPD7fbS1tWI2m1EoFCiVShQKBU5nKp98cogVKyqZmpoCoLGxgaKi4qVNuWopLrxm6Xm+h+pXtVqNXK5AEGBmeoZ4s5lwOExikpWGmzfxer2k2O1MTkySlJSEKT6eN95+K+rgDpHcQHKFAqUySHtbO5aEBORyOb09PezcvZuR4WEsiQmMj48jE0XMFguiKCM5OZnW5ha8Pi+hYIjWlhYKi4rQGwyEhoaQRJH/+d//O6lpady4fp3qlSuRy+UolRHtZUXlCqanplHptEvO6TFifDEsB7BYPrySJAkJid+cO8CWig2YjfHRYDEQcdIOBAP4Aj5kMjkapZrvH/4x1vgkxmbG0aq0TC/MoFQoeXfrmxi1BiRJwuPz0DHYhVKh5PDVY2yt2MTR6yfIdWSzqTwyfy16F/n+4R+zb81LHLh0hIGJQVYXrqR/fIDi9ELWl0b2IaPTY3xw9iO+u/ebNPW2MDg5jMvjxu118/KqnSSaEpAkiQWPi5+f/DXf2P0VDlw6TEFaHkatkQOXPmF4coQ/fOlr2CzJ92mZWwiCQG5OLh8f+JhX9r3ClWtXIhp2UYxET7xymbi4OCwWC0lJSSgUCsrLyklNTY3mzVi+j0qpippDtbS2UFxUjM/nQybKSExIpK2tjV9/8GtGRkYoKytDo9aQkpLCQH9EY52YmMj4+DjhcJjmlmZKikuwmC3IZDIWFhbIzMykqamJ2tpaVlavJOAPRPMjGfQGDhw6QGFBIdPT0090HD1rYoLGU+D0qbNkZWdys76BluZWtFoti243P/rBj8nITCccDnOzvpGMzHT2v7aPj3/7MR0dXWzctJ6VNSuJi4tDpVYjCAKtrW0szC/gSHVEgxS0t7YzNzePVqdlYGCIrdu3cPTwMRYXF8nITI/aTE5PTWM0GlAoFOx//RVOHj9FTl4O8/MLuBZuRVlZtXol1mQrnkUPOXk5+H1+Dnx0EFuKjdtj6odDYWZn59DotAiCwPDwCMolZ0q9Xv9Qi3DtteskJCXSdLOBvt5eXAsLKJRKfvKD96hZs4aB/n76ensxGAy8+/Wvcf7sWa5cvERhcTF7X92PTCajZu0apDWrOXLoEy6cO8/w0NCtskphQqEgLpeLcCgSReNmXR1+v/+OjMCWxATefPcdDh84yNadO2ioq8PlcuF2uwmFbtUnFAyysLCASqXi9bff4sihTwgE/MzNzt7h1xIOh5mdnWV4aIi6GzdIz8zg4vnzjAwNsXrdOnzeB9ig3XYolZ2bi8OZilKlpLi0FKVKGT0lCYVCGOPiWLthA+aESDKz2x20PYse+nt72f/G62g0mugGUhRFtr+0G6/HS5wpjqnJSdQaDZPjEwDsfGk3U5NTmBMszC/lWxkcGADAarOx/aVdaLRakCTkcgVjY6PRZ66ororaqibbkhkfG2dx8eGiU51tukhmcjo3e5toHexArVTh8Xn50amfkWXLJBgM0NjXQmqSg1dr9nDw2lHahjtZV1jD6vyVGDQGzPp4FjwuJOnWojvnnkev1t06LQPWFdZgNSXiWTqRUylUvLH2Fc40XSAtKaKpkYictM0tLkQ0eAjY4q1MLTzc5G+32/njP/4T1GoNGRkZqFSqaLZ0v9+PyRTH+vUbMZniEASB1NvGqdvtZmRkmD179lFeXr6kmYsshtu2bcflWsBisTA9PY1KpWZoaBCA4uKIGWFCQgJer5dgMHhHfxUUFBIOh5HJRGZmZklMTMTn8yIIAj09vdHrXn55L2q1mq985Wt4vV7ef/8nDxU0QhAEtu/cAUAwEMDtdiOXy1GpVCwuLiKTydDqdMzOzJBktSKKIjm5t05OZaKMvt5e3nj7LaRwmLGxseh327ZvR6fTkWK3Y0tJYWF+HohE23vnK1/GtRBpm6npabQabXSeKC0rw263Y4yLY2wpXv7CwkL0vmXl5ZH8ATIZszMz3Lh2nbkl868YMb4oWvraUCqUtA92Mjw1yvDkMCa9iZ+d/BVbKjbS1NvC5PwUgiDy9R3vcLO7ieM3TpGenMaXtrxOKBymprAatVLNRxcO4fV7MeoMUa0DRLQNc+75yHrmmmNkehR7YgqXWq6xrmQ1CrmCQCiIy7uIVq3ljY2vUNfZQHX+CqbnZ2gf7LzjXrPueabmp7nadgOFXIHbu0iC0czN7ka2rthEMBTkQtNlhqZGaB/opKm3heT4JJp6WphemCXDlk4g9OD7C5VKxZ//6Z+j0+n43p99LzpXqdVqXG4Xep0en88XPURRq9V3JDX1eDwMDg6yd09k3nvn7Xfw+/1MT08jIZGamorD4WD3rt34/X4WFhaWDpUjz8/IjESZUqlU7N2zN7KGDg4iCALr1q6jckVltDw7tu+IzmfJycm8+6V3kclkqNVqZmZmaG5pjq7dLyoxQeMpkJbm5MPffERVdSVyuZzurm6SrEnMTM+gUqmYmpqiv6+fYCAQiSZl0GM2x6PWqKP3mJmZISMznfram2TlZOHz+pianIzEktdoIhqHvv7oCeGlC5dRKBWMjY6zafNGtDotTqeTzKxMLl24zPz8AraUZDyLHoqLi6ivv0lRcSFyhZyhgWFGhkdYs241hz7+hN0v7yLZlkx6RhpdXV1YrUmIMpEURwrNzS3MTM+QnpFOT3cPer2e+bl51Gr1Z7TInQiCQEZWFj/70Y+oXLmS9rY2RoaHsaWkMB8KMTI8THdXF+2trZGNj9eHRqMl3mxGp9dF7+Pz+rh29QrJNhtHDh6ko72d3u4e0jMzkMlkpNjtdLS1Mzs7Q1p6Ojfr6sgtyGdibJy52VnMFgvBQIDzZ85QvWolne3tIEFhcTE3rl0jHA7j8/lQqVTEm81odTokCa5cukR2bg5pS5vFYCAQNW2zpdiQy2Qc++Qwrc3N3Lh2jcTERDrbO0jLzCDebH6osSSTyaJ1ttrufZqTnGK75+fxFjMv7duL2+XCFB+PLSUl2v46nQ6dbum+yclIkoTRaIw8Uy6POASrVZgtFkaGh+nq6CTZFgmhu2xesozD6Yz+vXwiZIqPxxQfj9VmIzs356HqnJbk5MPLh6jKqUAmdtMz2keSKZEZ1xwjUyNMzE/ROz6AL+gnFA6h0+gw601olLciJsXrTeg1OkLhMP6gH4VMQb4jB51ay/XOOlIsNuSijL7xAWZcs1TlVERNBNqHOrFbbASWhApRFEkxJzM8NcKMa450ayr9E4MPVSeICHh6/XKm2Xv32e0ZaG9Ho9Hwve/9byQkJFBXV8uKFZVRE0mNRhPNjJ2QkIgkSeTlRXLIyGRybLaIRnJwcIDMzCxycnK5ePECMpmMVatqouZhy8/WaiPC2LJDOdzqV4VCgV6v56233sZkiv90MT+T5fwcKpUKnf6Wg/3tfy9nr/80lVWVqNUq3C4XKXY7cUunfoIgRP9enoOW/7vcNsNDQyiUShITExkeGqKtrZUka0RrYl2qc3pGxh3mGkA02SdAktXKytU1L4wPW4zfTQRBID05lfeOvE9pZhHtA53MLMyhlCuRyeSMTI/SNz5Ix2AnZqMZl9eNWqki3hCPQatneSccDAU513CRqrwVjM2MEQqHaOlro6agGlEUsSfYaBvoINlsRSGTY0+wMTI9hl6jwx8MoJAriNMZidNF1oyb3U1k2zOZWZilqbeF6vxK/MEASrkCa3wiSoWC0zfP09DTjCSF2VS+nun5GVISbITCYfrGBjhVd5bW/g4WFheYXphlYGIIg0bPwPgQ60pqHrqdlues5fDWyyyve8v/vRd//N0/RqPR0Nvbi9PpjK6Nt/ukiaIY1T4kJSVF54/p6WnOnD3D+nXrUalUTE5O0t3TzeZNm6O/1dw2t8Sb4qOmUYIgYL5tj5CcnIxarY4KJi8qMUHjCSMIAumZ6VRVV1JUXMjgwCAFhfnodFrkcjljY+OsXb+G+rqbZGZlIJfLeWnP7ujv/f4Afr+ftetWc+3KDd54+3X6+/oRRZHGhmaSbcnk5ucwNDTMylXVyOVyOju7+P/+//4jc3NzTE5OceXyVTZt2YgtJZlzZy+wZt1qTp88g1wuZ+Wqalo72sjLz6W9rZ3C4kLa29oZGRklOTmZ9Mx09AY9a9evoburB4VSyczMDJYECwa9npLSYpKTrVw4f4ltO7bS3tZBdU0VDfWND9VOlgQLlSurKSkrZXRkhJzcXHR6PeYlh9DtO3dSUFSITqdDq9Oyet1aVq9bCyypj4NB+np76e/tw5mayv/7r/+KKxcvMTjQj9WWjE6ni26IS9Sl1F6/wdtf+TJtLS0Ul5Zy49p1tu3cwfj4OH09vbhdbrweDz6fj4ysTMoqKgiFQty4ei363KpVK/F6PXS2tzMyNERWdjYrV9fQ29OLQqkgMysLuUJB1aqVrFy9ms3bt+FZXCQjK4tL588zOzP7ZAbZAzA3O8u506dZdC8yOzPL9StXycrJwbWwwMLCPMm2FLq7utiyfRsLCwscO/QJGp2Ova/uJ+D38/4Pf8wb77xNnMnEqWPHyczO5uK58+zeu+euZ32WXbBWq42avjwIgiCQmuSkMqecotR8BieHKHDmoFVpUcgVjM2Ms2flLhp7m0lLciKXydm14lb+lEAoiD/oJxAKUpVdwfziAp0j3VRklpIcn8TN3mZSk5z0jvWRlZxB21AHUwszTLtmWV9Yg82cjEqpwm5O5kZnPcVpBRi1Bky6OAqcecTpjFxtv8GKrFIutFx5uE55DARBYGJinKamBq5du4ZCoaCrq5OamtVcunSR/PwC+vp6SUhIpLp6JSdPHqe3t5eysnJWrKhkcHCQv//7v+Mv//I/4PEs0t/fRyAQICcnl4RPCY7Lz/usslitn2/C8KSYnZ3lzKlTLLoXmZqa4vLFS+Tk5TI/P49rYYFkm43uzi627djB/MI8Rw4dQqvV8cprr+L3+/nxez/k7XffwWQyceLYcbJysjl/7hwv7917V70+C/NDHhLEiPE00Gv0VOVVUJCax6x7jgxbOgatHmt8Il1DPWypWE9VbjnBUIh4vYnEuATKsm75JIbDIQYnhukZ7cPtXSQ9OZWp+WnkMjmzrjnMxngMGj3F6YXIZTKq8ysxG+JBkthcsYGrrdfZVL4egIrsUjRKNSadEWt8Ihebr9A/PoDb66YgLZ+SjEJEQWRVfhU1hdVsKFnD8NQowVAQhUxBWAozszBDZko6/9cf/DsuNV9lddFKOgY7idPFYTaYuN5RT1t/+zNtY5/fx7kL5xgcHGRl9Uq6e7pZWbWS9o52dDpdRMs5O8u2rdvo7OrkwoULWK1WXn7pZcbHx1lcXKSuvo4NGzZw+uxp0lLTaGhsYGX1yns+77PmnmVh5kUmJmg8BRQKRdRP4u1337rnNZlZ947bLpOJZGZloNfreePt1wBIz4gkf/EsevB5fWh1Wnbu3h79TWl5ZBIxxhmxO+wE/AEgEtL21ddfwbPo4ctfeyciwUvgTHOiVCpQKBQIgsArSwkBb6ewqIDCogJ8Xh+KJVtlY5yRFZUVALzxVqRsWdmZ+P1++nr7MRofPEa2KIqsXrcOgFeXosAsU1EVkd4LS4rv+/uCoiISrUn8yff+RfSzDZs34fV4CAYjtqtJVms0dGbGUqQYh9OJJElRE6as7Gz+5Hv/IvKZzxd1LjXFxyPKZFRW33LwWrNU3j/68z+LPnPthkgOg+VTYYVCEa1Xalpa9Lp1Gzfy0W9+g82e8vmN8wQiDJ89dZokayTy1uTEBIP9A1y9dBmb3Y5Or2NoYIjFRTculwu/z8fw8DAGgwEpHEan19/hLL8wP09qehpdHR2PVabbs8R+FgqZPJLlG3hr/av3vCYrOf2O+7p9i+hUWkRBJMuWwZx7jtX51QRDQaymRARBIDM5nczk9Gh0lGAoyPaKzRg1BvxLdsyLvkUKHJFwsyuyyqLO3mZDfGSxJZJdvLGvhaLU/HsV7VMIPIkO9fl8nD17hu3bd3D16hWamhq5cuUybrebgYGIU39Dw00KC4uprAwzPT3N0NAQGRkZeDwe3n//J/j9fsbGRiNmSlotfr+fxcXFxy7b/fpUEAR4wD7/LE6fPEmyzUZvTw+TExP09/Vz5fIlUux2dDo9gwMDLLoXcbkWIuGfh4YwGoxIYQm9Xk/xbWN5fn6OtLT0xx7LQDT7fIwYzxJBEFhVEFmX9q7efcd3pZn3XzOXKUovQKfW8mf7v3PH516/j0Awop036oxU5JQCsLY4ok14Y2MkSEogJTP6m5X5lfgDfjJTMlApVGwqW091XiXhcAiNKnJqL4oi60oiQVWS4hNJik+M/t7n96GQKyJmRgolG8vWRsu4zKqCSoYmhqLak/s3DE8sPP+hQ4dYtWoVAwMD9Pb20tTcRG9vL6FQiPT0dMbHxtHpdPh8PtxuN0PDQ1HzrLS0NERR5PqN64SCIfx+PykpKQwPDz92uZZ9cl60eScmaDxnyGQy3nrnzTs+W7Yddi24OH70JPtf2xd1yJ2bnycuzsjc7BxxpjhkMhkzMzOEQmESEi1IksRPfvQ+gUCAr3ztXUZHxzh25DiJiYm8/ta9N3G3o1KrPvcapVLJO19++5Hr/LAIgnDXyXpEEFvE5/Pzi5/8hK984xv4fF4MRiOzMzPExcWxsLCAVqdbyvw5z9SUH1N8PFqtlsb6m1w8f57v/OmfMDU5ya9+9nPUajVf/oPPd/ZVPkBeDVEUeeW11x7oOrkow+f13mG68bA4U1M5f/oMOoM+4lgdDBJnMmF32Gmsv0npigoGa/uZmZomKzeHP/yj7yKKIsolvwGNRoNcLqehrp7M7Gw+/NWvWbN+/SOXByJ95F1036E2fuz7BXz4A35+cvqXfG3Ll/AGvLy2eg+zrjl8AT8enwelIpIrY9o1i9fvxaDRY9Do+eT6cdqHO/nypjfRqrS8f+ZXIAh8bfPbqJVq1Mr7j/3itIL7fnc7RqOBmZkZ4h4zaohCoUCn03Hp0kU0Gi0zM9PEx5uJi4tEnBoeHl4K49pBOBxmx46dbNy4Ca1Wh1wuY/36DbhcC7jdbkRRZGRkBJlMFrVLfhympqYwmeLu+lylUuHzepd8QB49CWhqWhpnT59Br9cjl8sJhUKYTPHYHQ5u1tdTUbGCgf5apqenyc7J4Tt//MdLYzkSMU+r0SKXK6ivqyMrO4ff/PpXrHvMsez3+wGe20zHMWLcj2VtxDKSJOH1+/AH/fzk+M/52o538fq9mHRxzLrm0Gv1LPoWUclVaFRqXF43k/NTGLQGDBo9h68dp32gk69sfxutSsNPjv8SQYCv7XgHBZ9taqj6jDl2GaVcyZe2vPG51xmNRjqGO55IklWn08np06dBAveiG6VCidFgRK1W093dTW5OLg1NDSwuLlJcVExaWlr04La9o53Lly/jdDppbm4mISGBU6dOsX///scqE0RyY4mi+MLNOzFB4wVgcnKKX7z/SywJFmZmZvj+P71Hf98AZeWl9PX1k5eXQ13dTfa/uo+ikkJ+/v4vWVhw8eWvvoNSqUCn12Ew6BkeHqG1pY1tO7Zy+OARgsHg07E5vu+hgvBETuvvhdfr5cc/eI/4+Hjm5ub41c9+Ru3166zftJH62jpWVFVx5eJFNm7dypbt2zj00ccMDgywe88eyitXYDTFEQhENEG93d0UlZTQ0daG2+WK2oA/ST6rGYoLCqi7dp1V69Y+8oRZWl5GVk4OCmVk8vP7fMiXJsLtu3ehVKnYvG0rOr0+EjL2UxvOzdu3IZPJCPj9FJYUs3rdOrS6R4+DLkkSXe0d2BKTntiYC4VDvH/mV2hVGmbdcxy4doSLLVfYULyGa511rMxdwZX2G1TnVLBv5W5O1J+hfbiT9YWR/Bkbi9cw7Zph0edhzr1AitmG27fI1MI0dssDaJ4egMLCQo4cOU5Kiv2BBNL7IYoi7777lWh4ZlEUo++v3+9DpVITCEQSdcrlcozGOzf+NTWrKS+viG7Uc3PzIlFVVJ+/0H8WgUCA+vpatm7ddNd3MpkMR0pKNMrTo47lsvJycnJyUCyF2r59LO/cvRuVSsWW7dvQL43lTwtPW7dvQyaX4/f7KS4pYd36dWg/wz7785AkibobN8jLyXnhThZjxPg0oXCIn574BVq1lpmFOQ5c+oQLTVfYWLqWa+21rMyv5HLrNVbmV7Jv9Uscv3Ga9sFONpSuZX3JajaWrWN6fmkedc1jT7Dh9rqZmp/GnvBk5tG7ufu9s1qtXLl8hZnZGeJN8Y/8bgqCwLat21i7Zi1yuRyZTIbP54uGrF+ef/e8vAetVhs9mFumpLiErMwsNBoNfr+fkpIS/H7/Q5kQ3wtJkrh+4zr5+Q+iSX++iAkaTwi5PBJGTs2DO0U/KAvzC8TFxeF0OhgcGMTn9eH1erHZbQwPjxCWJJKSEunr66ekrITUVCeLHg8ajRqVWh3J+B2WkMlETKY4env60Oq0T00q9vl8qEx3b2CUCgW+hwyL+TDPhEiUpu6uLsbHx5fCh+qwJFiYm5slPTOTvp4eAGwpKSiUCgxGQ9QBSxQEvEuahIH+SJQl5WNuxO6H3+dDdY+NpyAIZGdnMzo2xqWz5yirXIHqIRztb0ej1dz2961JbjlniEarvSMU4u0sn0ArlsqoWQpru5xL5GEIBoO0t7QyPTzC7h0777kAqLVqvDPeh8rCHQwF8fi9rMgqo2esn5Hp0aWkUAJ2i43x2UlyUjLpGx8kJIWxmhIJhAKY9HFIQGN/K6mJDrpHe0lPSmXeE4kqpX3IJH2SJIHi3ouawWCgrKyYo0c/oaZmLXFxcY+8AMpksjs0A9F+1ETKuyw03K9PlwW82zPj3u/az0OSJObn57h48QLFxQXRLOK3IwgClZWVHDl6FL/PR0FR0SMLmbeP33uNZe1njeWla5TRsax95LHs8/mou1GLEAze4SwfI8bTRK3RMOEffyKn9Z8mGAri9fuozK2gd6SP4anIPCoIAikJNsZnJ8i1Z9M3NkBYCmONTyIYChCvj0NCoqm3hVSrk+7hHtKsqcwvLhAIBh56Hn1QvEE/ZtXda6coimzctJHjR49TuaISe4r9sfY4twsP99LCy2Sy+845y9cvzzlqtfqR51qIHKRer72OIArk5L54BxyC9KSM2n7PaWlpZmp+ghVV5U98ECxnAzfGGREFMRpT2eF00NbaTlFJIc2NLRQVF+JMddzx23A4TF1tPcFAEGtyEmq1msaGJrJzsklNcz75SSsY5JOPj7Jn9767Xs7R0VGu3qxnw9YtT/y5y6eMoVAoEnovGMC1sEBaegbtba3k5efT091Nit1Obn7+Xc/3+/10tLWRbLPh9Xjp7enGbLGQX1j4xMsaDoc5eeQo61etIsFytyPu8jXd3d00tjTjf8Fj98tEkcy0dEqKi+/Y5N5OX28fbT+/wZqM6gdub0mSaBlsZ849h1qhRiaTMTk3RVqSMyI8WNMYnRnDqDVQmn7nibokSQxMDtEz1k+hMxe3z8P47DgKuYKyjOIHTgwlSRJDMyMMOebYvHvrPcu+nAH7+vUbLC4u8rsw4wpCZHO/YkUFiYmJn9lnwWCQ5uZmunt6CD3GYvs8IJfLyM/LJyc7+4UzX4jx4rLoXuTA33/ArpzNj2WGeC8kSaKlv4051zxqpQqZKGNibor0ZCddw71k2NIYnRrDqDNSmnmPeXRiiJ6RPgrT8lj0LjI6M45SoaQs68Hn0QclGApyuPMUe7772j03/5Iksbi4yI3rN+5IXPqiI5fLyS/IJysr64Wcd2KCxhMiGAxy8NABsgsySM9Ie+EkzsclEgkqxPlzF7FbUykuKr6rDSRJ4uSpU6hNRgpLIsnEfp/aadkZuv5GLaI/wLq1n20a9bv2an5WXcPhMEd/c5iEIQ15ydmfe/3zgCRJzLhnOT9by95vvXpHmNZ7Xfu7yMMIhb9LPO9jM8bvFpIkUX+9jvHz/dRkVSETZb9XY3A5UeHFzmvYNmZQUl7ye7V2LvOi9nlM0HiC+Hw+Tp85jcfvIt4cjygKkSgNgcBj20I/KMsZt581AX+AyfFpCvKLKCq8vz12MBjk0uXLjExOYElMRHzCpzOfj0QwGEIul3EvO8/HvrsUxu8PoFIp77p/KBRkanyCVFsK1VVVT/xk6kUnEAhw/sQ5putGMMviEHn8k5vwUmZx4QmdrAWDgagz3kJoEb8VNr+yjTjTo5tExYgRI8bnEQ6HaaxvoPVMIwmiCYXweL5uodCyv9fTW4ee1DMC4QCT0iwFG0spLrv7EDPG801M0HjCRGyX55mZmaG7u5ubDTfJy82joLAA4SlsbG8nHA5x4sRJtm69twnH00SukJNgSUC55LD5WSyrN6enpx/LbvFR8Pv9nD9/ns2bN3/+xY94/1OnTqHRaKiqqrpDvSuTyTCbzWg0mthEeR8kScLlcjE7M0s49Phjo66+DqvViu0+CfIelv6Bfurr6ti0aRPJKbaIb88LqMqOESPGi8dyGPapySmCj2FS6/P5OHr0KOvXrXsqwU6WGR4eprmpic1btjzWwZpcLseSYEG1FBUxxotFzBn8CSJJEuFwmMnJSW7evElSUhLf/ta3o5EJnjahUAiLxUJqaupzvfn5dGbqZ4nH4yExMZHU1NSn1idZWVn09PRQV1dHVlYWRUVFyOXy2AT5ACxndF3O6vo4SJJEZ3cnuXm5TyzZWmp6Krl5uZw7dw6tXndHptgYMWLEeJoIgoBarcbusD/yPQKBAIcPH2b3S7vJyMh4qutSaloqWp2W/oF+NmzY8FzvS2I8PWK9/gRYjmDS1dXFhx9+yNjYGDt27GDNmjXodLpntsGMbWQfjKfdTqIokpmZyb59kXwnH330Eb29vc9cexMDFhcXHzus4O0IgkBSUhJ79uyhq6uLc+fOEQgEfmdtgmPEiPG7QzAY5OTJk2RlZT11IQMi82VpaSkajYbLly/H5snfU2KCxmOwLGB0dnby4YcfMj4+zs6dO1m9evUzFTBiPDhPIzzgvRAEAYVCQXl5Obt27aK/v5+DBw8yMTERm2yfEcvv55POFbOcf2Lr1q2YzWYOHDjA3NxcrF9jxIjx3BIKhTh79izJycnk3yPy4tNCEASqq6sJBoPU1tbG5snfQ2KmU4/AsolUd3c3jY2NJCcns3Pnzi/c9l4QhNhL/Dk86/YRBAGtVsuGDRuYnp7m8uXLqNVqVq5cGRNGnzLBYPCpZlEVRZHCwkKsVisnTpyguLiYnFgStxgxYjxnhMNhLl26hE6no6TksyM2PQ1EUWTNmjWcOHGC5uZmCp9C2PgYzy8xjcZDIEkSwWCQjo4OPvzwQyYnJ9m5cyc1NTXPzA8jxuOxrNF41n0lCAIWi4Vdu3aRnZ3N0aNHuXbtGn6/PyYcPiW8Xi/qR0x2+KAs9+uePXsYGhri9OnTsT6NESPGc4MkSdy4cQOAqqqqL2yfIpPJ2Lx5M319fXR1dcXmyN8jYoLGA7BsgrEsYExNTT3XAkbsBX5+EUURp9P5/2/vvYPjus5Ez9+9nXOjgUY30MgZIAJzjmISRVLRsmRLHsu2PPb4ed6mt29q6+3b2qpXtfvHlrd25+17bzzB43H2WLYpUTmQokgxkwgEASLnHLrROd17948GQNGkKEAERcnqX5VUEvr27XPOPfc75ztf4ujRoxgMBo4fP05XV9enqlKc5u4EAgHMd6ltsVIIgoBWq01lonK7efXVV5mdnU2/h2nSpHmgKIpCS0sLfr+fzZs3P/BgbLVazb59+2hra2N4eDgtI78kpF2nPoFkMklvby/Xr18nJyeHhx9++IG7SN0JRVGIRqPEYjEikUjaLecOyLJMKBQiHo8Tj8fRaDQPZIwEQUCtVrNq1SrKysq4evUq7e3tbNy4EbfbnX5uK0A4HGZkZGRFA8E/CUEQqKysxOVycerUKSoqKqiqqnrgi3uaNGm+XMiyjCAIdHR0MD4+zt69ez83dZu0Wi379+/njTfeQKvV4nQ6AdJy8s+YdB2Nj7CwWddqtSiKshiDkZubS0NDA3q9/nO7CZQkiX/37/4dv//97zly5Ah/+7d/+0AK932emZub45lnnuHGjRv8h//wH3jxxRc/F89zofbKhQsXANi0aRMmkwm/309GRsbnoo1fNN544w1+8IMfUFZWxk9+8hPy8/M/s99ecLE8d+4c8Xic6upqRkdHH6jbQpo0ab4cKIrCL3/5SxRFISMjg4MHD654Qox7ZaFe0uuvv87o6CibN29m8+bNafn4Z0pahZxHURQmJyd58cUXOX78OK+88gper5dDhw6xadOmz6UV46OIokh9fT1jY2PU1tZ+bk4vPk9YLBby8vKYmZlh9erVD7o5iwiCgM1mY//+/dTW1nLixAn+4R/+ga9//euMjo6mzcufgoKCAmZmZrDZbLhcrs/0txcyju3YsQOPx8P3vvc9XnjhBQYHB9PPMk2aNPeVubk5fvSjH/HXf/3XAJ/LA8eFJCmdnZ38zd/8DT/+8Y/T7sN/xnzqGfjntmBOT0/z/e9/n5dffplQKMQvfvGLWwrKLfR3qcrGgxifvXv3UlNTw759+x5IG5ajiD2I8REEgccee4y+vj5WrVr1QNpxtzESBIHc3Fz279/P0aNHOXXqFD/84Q/5yU9+gv0+Vm9dCe5VCV/p5+DxeKisrOSv//qv0Wg0K3L/T/vuT0xM0NfXx3/6T/+J//Jf/gtarfae27JSfJ4PT9Kk+bzxRdj3vPvuuwwNDfHkk09SWloKrEy7V3rvIwgCO3fuZP/+/bz33nt0d3dTWVl5L01cEdIyceVZtuuULMsMDA5wo6OdaCxyv9r1maIoChcuXODkyffRaNSUFJdw5OiRWzYEgiCS5ciioX41ZrP5YyfjQurbzs5O+vv7SCQSn1U3kCSZkydPsGvXrs/UVCqKKrKzndTV1X+ie9mCm1BTSzOzPt9nLrjnfHO0traybds2+IzlidFgYFVVNXl5eXcdo1gsxmuvv8ZPf/mPdA/d4OFDD9NQ3/CZt3cpiIJIltXF+votZGVmLVtIK4rC4OAQLS03CAYjsELTQZIlTp48wc6du9Bq7mFjL4BOp6GqqpjKygpEUbzrux+LxWi50MRY+xBSXFqc763XWrnedp3HH3+c7OzsT9+eFcTgMFGztY78ooK0f3SaNHdh4T1uvtyEd2IWRf58KhyKovDOO++QYbezZs0a1CuwD1Br1eSXF1JTW4Narb6r/EskErQ1X2eorZ9kPLkkeR6JRvjg1ClycnOor2u45/Z+agQw2IxUb6iloKggrXCsIMtSNCRJ4tQH7xNVgqxqqMJgNK7o3keZn5XC/F0/rriaMv+ZKAjz/y2DAoIocHM3duu97v67qX/f7VpZlpmcmKL16g12bN6Nx+O5Y9vi8Thvv/M2Wc5Mqqqq0OlW+PRSYbGLigJ/2oSFMfvo2CmKkhqv+7SZkCSJ4eFhWluus3v3HjIzM+/83BSFvr4+zjdepW79WjKdTsQVfplv6ff83z76CwtzRwAQUk9cVpTbBnNhbq1U6xQgFAzS2thElsnC1i1b7vg8FEWhp6+bly/+C5kNKqyZRhDm5/EnNOaj/UJJvU93FJZK6k0TFq5bsNaJQmocWJg/3D7B7vCbIW+UieYoB2qeoa6mYckCWpZlTp06S09PiOKiBgwG0yd/aRncSX58moKNiUSMoaEO9AYvjz564I4WCUVR8M56eetvj1HSn4VH70ItLM198U/nqfIxskiZ/0zk1vkNysJjW0T4BMmnAOFkhOvJXqxP5bHz8J60spEmzR1QFIWBvn4uvnqWNdm1OG2ZCCv9rnx0/VnYkn2M7P7oZ4sy/0/au5LtSyQT9I73M6ye5OGvHMZounOCjWAwyJs/fQXPZAbFtnw0quU5zNzcigqpJUwBPmYN+6iHSWr5lufXc2Fefs5fIwhL3mMoCoTjYa7NdWLZ6Wb7gZ1pmbhCLFnRUBSFxqZG5mJTrF5fv6La3sJGeGpiikAgRElZEShw+eJV1m9au3jNQv2D1pY2zn5wjn0PP0ROrptf/PQ3TIxN8O3vf5PB/iEcmQ6arjQjiiJHnzyMXq9bsXZGo1Hef/NDHj30xC2uVQufv//+SXI8OZSVla7YGC2MTyQcoaOjg9VrVgNw5cpV6uvrbnENEUWR4eFhXnn5OOvWrWXDxg386pe/pquriyNHDzMxMcm6dWsZHBxCr9etWKzCwonPyffe5+jRR++4GZubm+O1d99h96GD6HQr80wWfnvBktR46TLrNm4AQaC7o4Os7GwyHA5kWQZS4xPw+/njb3+H25PDgUce4d033qTpyhUKi0sY7O+nuLSEx57+Cu++8Sbbd+/CbLGsWFtlWeby2XMUOl1UV1ffNkfm5nz84xs/onivGbVGtaQ5tND/4Y5J7C4LZruRRDTBcOckJQ0eFDmlWIhCSllpPNHJeP8MO59aDcCrPz6DpyKbrY/Wc+mNNkrqc7n4ZhulDR6qNxUvqV9SUqb75AzP7/jvcLtyltTm1tY2rlyZoqZ6E4KwNIG+0Ne2tstUVq5GpVIzMzNOPB4jN7foluecTCZ4992XANi//2kCAR8nTv6R4qJqamrWc/bcm+zZ/fiSx3hkpBujaYoDB3bf9p1kIskffvRr1vUUYdNYlv7cUJgKzxJMhCi25aMAVyeusc5VT0qBmJd7CFyf6eTs6BX2FmyjyJrHq73vEZViOA2ZXJ1sJUNnJSbFmYsH+UHD89h01iW14WqoDfcPa6hbv3QlMU2aLwt+v5+3fvoq+8t3otVo78ve53JHI6vL6lCr1IzPThBLxClyFyDPH6KKokgimeD3p14G4Cu7H8cXnOPY6VcpyyvF6/eioFCaW8z5tktsqFrL2orVK7oHGZ0dp0MY4NBTh2/bgMuyzPGf/ZHq0VxcZuensmwrikLz8HUq3WXoNTq8oTmmgzNUuEpT40DKgi4rMseb3yYQC/KVdUeZCkzzi/O/Z1PxGjQqLZ0TPeQ7cmkZbsdtc/L8pq8s26370ngLrqfLqF392Rc3/HNkySqnJEl09d5g75GdKz7wN9o6+ODEGcbHJiitKOW1l18nryAPSZJYv2ktH5w4w+WLV6mpreLQ0YNcuXiVQ0cPcu7MBb763FN8/ZvPcOb9D0kmkpx4+3227dpCMBiC+c35SikagiCg1+upqC2lrf06G9ZvvOXzUChEIBhgR9n2FR2jsbExXnn5OMPDw5SUlPDOO+/iyHRgMVuoqamms6OT48dfxe128xff/AYXL17i4MEDvPPOu2zctJFnv/YMb735FgUFhZw88T5lZaV0d3WTne1csTYKgoDVaqWgMJ/+/n4qKipu+VxRFFquXaN23ZoVVTIgZSk49ruXGBoYwJnt4uLZc2h1WnI9HowmM/FYnN/8/OfodDr+4sXv0NHeTtWqGtqvXycaifLQwQPo9HrMFjOjw8M4XS5uXL/OmfdPsWnb1hVtqyiKrN6wntNvvk1VVdVt8+Ry8wUy68VlKRktp7rpbhomHIjiKnAQCcbwlDtJJiSK63N5/1+vMj3iY+2+Kgqr3Uz0z1DWkMdA2ziZuTbUWjUZTgv9raO0fthD6WoPRatymBryUbVxaRYAlVokd52Js40f8MTBr37idxRF4fLlG1RWHFiykpFMJjhx4o8MDHai1ehoa7+CLEnk55eSkZFNRoaTYy//hHg8xuFHnkeSEmi1emRZYnZ2khs3GhEEkXg8SnPzWW60X2XP7seX9NuCIODxlNHY2EU4HL7tkGGgbwBHuwabaWlKBsANbw+nhy8yEZqi1F7Ia70nyLPkICkS61x1nB6+yJWJa1RnlvFw0W6uTFzj4aJdnB9rpNCaR3VmOScGP+RIyV4Maj15FjdGtZHmqTYs2qXVDxEEgXpjJe+/2siqtXXpJBJp0vwJ1662UO+sXnElI5FMcOz0q3QOdaPT6Lja0YQkS5R6inHas3Das/jn139ONB7juf3PIElJ9Fodkiwz6ZumqbMZURDxBXzM+mcxG83Mhfw8uu0RPrx2nrUVq1esrYIgkOtw09HezezsLFlZWbd8Pj01haozjsu9fCVDkiVev/Ye7eNdKIrM1cFrxJNxyrKL0Wt0FGUV8LNz/8pcxM+Taw9jM1iJJKJkW7IYmh3BHwliM1gw6Uyc6bpAjt3Fmvw6sswObIZPPmy5U1/XZNfw3onL1NSvSsvEFWDJdqFYLIZWr74vg375YiMPHdjN0MAwQ/1DlFWUMdA3yNDA8LwZULjFN1oURSRJQhAEZFmhq6ObXE8Ov//tMUaHx2i83IwkSciKkjKprSCCIOB0ZTEzO3PbZ36/nwzHyqcjbWxsYvOWTfj9fvr7+7FarcSisVSht2RqHERRXDxlEEURaT6PtizLjI+Po9frcbmyKSwqRK3WUFFZ8YluMctlIZh5cnLyjp/P+rxkOldOuVmgv7eXnNxcdDo9/b09xONxst1uWltaiETCIHDb+CiKnHKbkmWikQje2VnyCwvZvmcX7a2t/OTvfszI8DCdN26seHs1Wi2oVHeM35nwjWB2LD2NspSUGeqcoGZrMcOdk0yN+KjaVEhX4xCz434g5RIliMLNxz3vWgeg1amp31lGV+MQb/30PFPDPoY7J8kpySLkjyIll/7+mGx6poNjS4q7icfjJBIq1Oql+xD7/V4SiTg57kIGBjrx+aapqGzgettl/AFv6j0QRERBRBBScVUL7piKoqQW8ZIazp57iw8/fIP+gU5mZ+88Vz8OvT6DuTn/bX+fGZ0iC/uy3v2rE9d4KH8rQ4ExBgOjlGUUMeAfZigwtujaJgriohPUwmmegICsyOhVOgqtHgb8I4yFJvGY3Vyf6aA8owhxicobgFpQoZ5WiMfjS/5OmjRfFnyTs2RaHSu+rnsDPuKJOAWufDqHupmem6GhrI7LNxrxBeYQSL3zqkV5lnITWnB3lWSJmqIqxmbGsZltjM1MYNAZaOvv4KG1O1e0rZD6/WxTFjNT07d9NjUxhUtzZ5fpTyIcjzAdnKHaXU7HeA8T/inWF63mcn8T08FZIGWNX5CFKXmozFtBwG60sqtiK5f6m9CptWSaHAx5R+mdGqAoM/9TtUktqhF9EslkctnfTXM7S7ZoyLK88n6J86yqq+b1V97CardSUV2OJy83leps3m1g557t7Ni9bXHCrN+0lvfeOsn23du43nKdeCxOZXUF3/3Bt2m80kxGho3Ojm5EUcRkXlm/b5j337/DZkqW5fvi01dTU80rLx+fz8lfRZbTSTKRJBAMoNaoWVW7ippVNUBKGGzcuIFXXjnO+vXruHLlKlarhZLSlCtXXl4eZrMJUO5L9htRJSLJd05TJ8vKsjZAS8WTn8/5D88yMjTE6vXrcGRm4nK7kSQJs9mMy+3mh//T/wikxqeiqopjv3uJgqIiOtrbyMnNpaCoCJPZTH9PLyXlZXz1+ec48/4pyu9DFowFF8A7ISMvSzCqVCLZ+Rlcebsdd1Em+ZXZ2DLN5JVnY7KlFJbdX117S2xPTnEmA23j1Gwpxj8bZqR7isJqN/ue30jzqS5yirNofK+Dwmo3KvXSn1dqIVxaisKUb/HyFgCz2YokS3R2NFFcUk2OuwBHRjZFhZU4MrLR640888wP5t2dBSQpiSQlEUUVc3MzlJfV0th4hv37niY/v5QLF97DZnMsq3+CIN7x8EKW5WX3pyazgtf7TmLVWajIKMFjciHJ0uKj2uHZyHbPhsX7rnPV8d7gWbZ7NtA208lEeJpIMkam3k6e2T1/nYDTkLmsdiCAIH8xMuqkSfNZk3L/X3n3GZspJc+au69RXVRJQXYeTnsWlQXlODOyMOqN/NUTLwKpmKuklCQpJVGJKmb9s9SW1HCm5Tzrq9YyMjVCQXYek94pmruvIUlJDmzcu+JtVokqJPl2+SfJ8qde2w0aPSadkXO9l6l0l1KeXUKW2UGFq5RcmxutSsO3tn2dhThaWZEx6Uz4Iv6UvFRkGoeusbFoDQk5yfDsCGsKaonEI6jEezgYV9IuUyvFstPb3o8XTiWKmM0m/urffpeyilQ6toa1dYufS5KESnXTlaR6VRXVq6rueK9NWzegyDLVtdWoVGJK85dkFEW+5R5fJARBQKvV8sIL32TT5k23ff6n45Obm8v3v/+9265TFIXNmzchCAIulwtJkuaLi0mIf2I1+qKh0Wg49OhR9hzYv6jsrduUcm1b8P9csMaZLRae//a3bvm+OzcXgKe+9izJZBKVSsUjjz2KIsuLBdjulnHjQSKqRLILHGx6ZBXWzJRi7SpKbaAX2itJMqIqpeA07C6/5fuFNe7Fa7c9Vo+iwO48Oyq1iJSUUanE+UQLK89yx1OtVtPQsJWdu46i1aRc8AoLb7rpybKMaj4IUaVSc2D/V2/5vsdTsvjf+/c/DaRcsiRJQqvVLtmNayUQBRGz1sj36p+jzF4IQL2zevHzBYskQuraakcZ1Y6yO94r25hyZdiWuw5REEnK0uKJ6CeN8XIVpDRpvlzcHwVcAdQqDVtWbeLItkPo5rPjVeTffMdlWUE9v26pVWqe3vPELfcozikCYF3l6pSFXBA4tHk/8vy6FUvEUIkqNMuwHH/WKKQsCPWeao40HMCkTQWbF2XeLLIqKzLqeaVBRORo/YFb7lHpvjlmSul6ALItWciKgkoQ5mM8lh4YnmZleWCVXGRZJpFIoNVqqVpVRW3DKmRJXjRVpdyjZAQBXn7pVQ4e2Y9Op0Wj0ZBIJFCpVIiiSDweR5JkNBo1oihy7HevcKOtg0efOoIiK4RDYUZHxggEAhx9/BGy3Z+P1JJ3I6UcSciyjFqtJicnh7/83neRJGnx7yqVCklKmfZe+t1LPP+N5xc3w/F4fNFaEY1GURQFvV5POBzm17/+DXabHYcjg8bGJg4+fIAPPjiNI8PBM89+sm/954WFVHoqlQqL1crXv/lNBAHk+aI/C0HBiqLQ09XFnNfH+nklC1LKmUajQZIkEvE4giii0+kYGxnhtWMvU1xaSigUYnpyipKyUnq7u6mpq2Pz9m2fmzFSZIVkQmLd/iqScWlRMVhAFAUkKbVR/fBYMxsPrUKjVaHSqJASEuK8ApGMS8iSjEqjQqUSufx2O+N9M3jKnIz3z5CZY2PTI6vum7Jx1z4qCpKUBATUag37930FUVQhy/L8PxKiKCLLMsHgHI2NZ9i169HFLGvJZAKNRouiKMTjURAEdFo9sizz/vsvU1JSTWPjGaKxCIcfeX5ZFo576VNCTlCXVUmNowxBEEkqCxZccf4aGQW4ON6E2+Sk0OJBJaqQ5/+uFlQkZYmknEQURbSihlAizG86jvNo6X5e7zuJVlTzZPkh9OqVjYlKk+bLxcoGfyelJIIgoFGreWr3Y6hEEVlRkBV53jKQOmCYC/n58Np5jm49lMo2J4gkpCRadSr5SzQRQwD0Wj2DE8P88YPjRGIRKgvKCYaDlHpKONn4AbtX72Dn6m0r1oeVYMH1S0FBJag4XL8f9by1ZHEcRBFZlogl47zR+h5PrT2KrMioRBUJKYFWpUFBIZZIuXwuKGrvtn9ApsmBVq2hf3qII/X7efv6+1S4SilxFj7Ibn9peWCKxqkTp7l84Sobt6zn3JkL5OV7mBifRK1WYbFYMFtM9PUOYLfbmPPNcfViI02NLVRVV3D1chMNa+p5+Mh+Xvn9a/T29LHroR1s2rqBJ595jHffPInTmcWrL79BTo6Lubk5UCAc+WLU/ZBlmR//3d8jCAL5Bfmc/fAsdfV1jI6MLp5y5uS4GR+fICMjg+npaX7/0h/mg8WLaW5u4cmnnqSwoIAf//jvicfjfOvb30KWU5aP0dFRKirLyc7OTmWuqqvjxo0OQqEQlhXMsHQ/mZ6a4p/+699R21DP9OQU42NjZLtdJBNJNFoN4VAIURRRqzWIoojdkUHLf2vCbDETi0aJx+N87Zt/wfDgEK8dO0a2281z33qByxcuIsxnpupov4EnP4/ZmRm0Oh3e2dkH3e1baHq/i84rA1RtLKLtXB/OPDuz435UahGDRY/RomOsbwazzUBoLkLn5UF6mofJr3LRdWWIsjV5rD9YzYcvNzPWN8PqXeVUbSqiZnMRdqeZvmujqFQiAW/4Y1Ou3m/i8Si//vV/JisrB41WS1dnC0VFVQQCPgRRIBoJY7NnEotFMOhNxONRXn3t58RiEazWDMbGBnjk0HOIosjx4z9Dq9Xx5JPfRa3WEAzOEQoFCEeC2Kz3X8FYoMc3wO86X2OjezU3vD2pxVMQEQQRk8aAJEv4Yn5MGiMJKUE4o5i3+j/AY3YzFBjFrrPyTOURLo23cHb0CuUZRTxWeoCYFGc6Mks0GSUuxYlLcaQlurKlSZPm/hONx/j/fv935GS60Wq0tPRcp6qgHF9wDkEQCEfDZNoyicQimPQmovEoP3/7N0RjUTIsdgYmhvj6vqdRiSp+9tav0Wm0vHjkmxS5Czi67RDegI+rHU14nLm8fek9Mq0OdFrtp0rrfT9JyhI/PvUvmHRGMs0OLvc3sSq3ksnADAICcSmOy+rEG/JhNViYi/h56cpxZoKz5Ga46Rjv4Strj+Aw2fnns78B4IWtz2DVWwhGQ2hENSadiZnQLD1T/TQOtZKXkfuAe/3l5YElCc5wZGA0Gujp6sVgMHD9Wjs6nY5sVzZrN6ymt6cfg0FPXoGH8bEJLpy9yOT4FD1dvbhz3MxMzyDLCgajHovFjFarQRAEhgdHsFjNvP/eB3S0dXL+7EVi0ThWm5VoJPagurssFoKqo9EIvT29aLVa2tvaqampJpFM0NBQT1dXN6tqV+Hz+QiFQpw8eZKRkRECgSA2m43pqSkEUcBiMWOxWFCpRKxWKyajkUQigd8fYO3aNQwODBIOhxEE4QuVXUGr1eLOyWFibIy5OR9TkxNMTUywcesWDAYDgiAwOzPL9t276Oq4wejwCK3NzXS238Bmt5NIJAiHwqg1aswWC8b5mjB6g4GGNWsYHBggJzcHm81GT1c3Obm5hILBB93tW7A4jOgMWkZ7ptAZNPRfH0Or12B3WqhYV8BozzQ6g5Ysj53ZiQBt5/vwTgYY7ZnGkWNlbjqEIoPOoMVo1qPWps4dZsf8hP1RMnNt2JxmErGlFV66H4iiCmd2LoGAj8nJERLJBCMjvdTWbiSZTJCd7WFifIj6+i2Mjg0QDPppbvqQkeFeREFEo9HiD3gRRRVGkxmD0TzviqjD6cwFQaC6ai2evBJ6e9s+kz4ZNQayDA6GAqNIskT/3BChRIT6rCpyTS680TmiyRgb3A10zw3Q4e2lb26IG7PdZBuzCCbCxOdP9MxaE3qVHgCH3o5FayKSjKFX6VDNWz3SpElzL6yc8FOJIrlZOXiDc4xMj6VqVIz1s6F6HYlkEo8zl6HJYTav2sjAxCD+cICz1y7QO9afslxqtPiCc4iiiNlgxmwwLSoQLd2tVBdWUOguYMo3TWluMQc27qWl5/qihf/zgigI5NhdhGJhBmeGEQWRrole6vNqiEtxKlwl9E0Psjq/lkn/NKFYmDNd5xnyjpJIJjBpDcyEvAiCiFlnwqwzIQoiapUaT0YOgiBQ4PCgKPBy05v0Tg1wdbAlHYf2gHhgFo0Mhx2rzUpldQWdN7ooLS/BarNgNptwupysqqvhysWrVFSpePSpIxQWFXD+w4us27iG69fayciwI4oCRx5/5Jb7yrJMaVkxm7ZuZPvurfjnAgT8AWamZsgvzHtAvV0egiDgdGYRiURw57gZGhrCkeGguLgYnU6HJy+P3t4+2tva2bJ1C9FIBKvNRldXF+vXrePMmQ/JycnBbDbzvY/EasTjcXR6PRs2rCc720nj1Sa+9e0XOH/+ApVVlRgMhgfY6+Wh0+uxZdix2e3M+XzkejxYbFayXdkoskwoFOL0yfdpbW7h6a9/HZ1eR1lFOSaTCYPJSCKRxGQ24c7NoaLqZrzP5m1bOfHW2zx89Ag+rxffrJevfO1Zrly8yIbNmx9gj2/HkmHEZDOQX5nNcOckuaVOjDY9eqMWu9NM0aocOq8MkVeRzdZH63AVOmg/30/FugL6r49iyTAhigJbjt6Mh5Ilme6mYQLeMBVr85ka9lG5vuCBuE1BStGw2zIxGsxoNFocjmwsZjtZWTlUVa3FaDAxMzNBR0cTO3ceIZmIU1e3iWDQT35+KdFoGLstk8xMF88+88Nb7p2TU4DBYGLWO8X42CCbN+//TPpk0hixaM0UWHMZCoySb8nFrDWSa3aRkJOIgsDpkUsM+kd4pvIIWXoHLdM3KLR68MeD6FVaNCoNG9wNbHDfrKSrKAr1WdV4LG6cc5kY1DpMmjsX10qTJs1SWTnZp1KpyLQ5MBtMaDVasu1Z2M02cjJdrKmox2wwMT47SXN3C4e3PEw8GWdTzXrmgn5KPcWEoxEc1gxcjmz+zZPfXbyvLMvkZLkx6U1k2hxEYhE21aznbOsFttfduTjsg0QQBLLMKSuy3WBjwj+F3WgjLyMHRVFwWjIZmh2ldfQGuyq3Ek1E0aq1jHjHqPVUcaH3KtmWLOxGK3+58xu33NttdRKXkhi1BlblVrI6v5b2sU4yzRkPoqtpWEFFI5FIAgqaJZS8TyQSOBwOnv7akwiCwPpNa4mEIxiMhvnUo8r8SbyZnQ9tJxaNoVKpePYbT5NMJCmvLFvU4hd89dVqNZFwhMKiAgKBAMFAgPyCvMVT+sXA50SSWDyO0WggFApj0OtRqVWL91oIBF4ochaLxYjHUr+v0+vvqdJ3PB6fd+e5+7ALgsCGjRtYvWY1JpOJRCKRakc8TmFRYer0XQCNRovLlY3RaERRFBoa6lEUhVxPLkajcbFP0WgUURTRqDXs3fsQJpMpda+CQnR6HU8/nQq6SiaTi6lyF8Y0FAphNBoXxzEUChGNRtFpdZjMqftEo1HMZvM9WUQURSEWjaLTf3JqV0VRiMdiHHn8cWKxKEZT6lQnmUig0WrJzctbLOC3aesWVGo1sWiUmro6wuEwBoOB9Zs2Lbqhhef7qAAGo5G9Dx8kkUhQUFS0qHwVl5UupqONx+NoNBqikQgqlQqN9mZ+9Y+OYTKRQK3RkEwmkWWZeDyO2Wz+1CZsRVZIxJNo9al3zFXoYP83UgHvVRuLbru2Yn0BNqeZkjoPelOqjTnFWSiKgqvIgVqjIhqKo9VrFgPFRZXIrq+uTQUSq0SqSQWSR0PxxXsAJBMSyXjqnVJrVGh0K3tmIUmpMdNotGzbduiO1+TkFMxfK+F05uJwZCPLEjqdYbGdJSU1JJM30wgrikIsFkGlUlNUlKpj4nC48OQWzWcwueliIMsSiUScZDKJ0XgPz01RiEopK4MgCNh0Fp6tOjr/6brbrnUZsxAEkW2569GIqQQEZRlF87EdycW/KYqCpMhEpRgmdarP2z0bSMpJduVtwqDW3yInk3ISjUpDUpaISwkU5LQikibNPSArCvFEDL1Wv4RrZYLhEHvX7SaWiGHUGxez1alUKgpc+fMxHBIV+WUY9UYkScKg05OQkmhUalYVp5JFKIpCIplArVIzF/KjVqnYWL2OcCzChqq1bKxOyZWv7H6cRDKRysI3L99Sqf9l9Fr9ohyJxCKoVWpiiRjxZAKjzoAky2jUGqKxKNZl1Ae6E9FEDK1as5iZShREdlXcuUZVji0bUVChKAoZJjseu3uxz8mCOlSiisLM/MWA95vyWkZSZAoceSRlCZUosrF4DYqiUJRVgCQniUsJdGotsiLjjwSQFRmL3rz4/YSUxKRLy8SV5lPtDqSktJjCVJFTG9muzh6ikSgbt6wnmUyi1WqJRqKYzCakpITP50MQBOwZdq5cbKT5agsGo5FIJExZeSlDg8M0rK1nzbrUCd3lC1fp6eolGo0yPDSKxWLm8OOH+Onf/5wXf/ACer0+VdX2UhOdHV2UlBbT1tpOXr6H0ZEx+nsH+Lf/878hI8OOJEn84V9fpqi4gJnpWW60dbJzzzYunL1EQVEBjzx6EEEQiIQj/ON/+2eeee4rvPvWSepW13Lx7KXURBYgL9/DwcNLO/Vc2JQuZn+Ixbh06TIZdjv1DfWLG/l4PL6oTPh8PlSiigxHBu+9+x5+f4Bt27fyxutvUlhYwKVLl9mwcQMHDx6gvLycV145TldnJ9984QVutLcTiUSYnJzC6/Xy7LPPkO3KJhaL8atf/ppoNEJtbS1tbe243C5mpmcQRYHnv/E8Op2ORCLBT//5X9i2fStFRUX83X/7MfsP7Ofdd96lrq6Wffv3AdDS3DJvMXGzZ88e/vCHPzIzM8N3Xvw2+fn5dxuSRRaUCq1ORzweJx6LIQgCL/36Nzz7jecR5pWxaCSCwWBAVKmY8/lIJBKpKt2Kwo/+j/+TTVu3MjYyQmVNDc5sJ63NLTz1tWeBlDLQ2d5OfmEB1xqbGB8bJ68gn8nxcbKyszn8+GPz8+wCrU3N5BUUEIvFyHBkEA6Fabpyha07drB9z24Aejq7OPHOOzz5zFf5+T/+hKef+xpvvfoaGo2GZ77xPDq9nng8zi/+6Sfs3rcPV46bn/79P/D8t7/Fz/7xn9ixZw9vvPwKf/O//29LLsSXiCVRa1QkExKJWBJJkrnw2nV2fmUNAGqtilg4jt6oRRAFgt4IkiRjsuqJhuO8+uMPKW3w0NM0wpqHKsivdKEoCkMdE7Se6aFifSFdVwexZJjY9nj94nw9/ftGytbkk1eenargfbqH7qYhtj3WgLs4M1Vs7612RrqnMJh1ZOamgsU/LbIsLQZ8K4pMLBZlbHyQmelx1q/fTVJKotVoiUYjGI1mZFnC7/cCYLU60Gi0vPvuS1gsdiLRMI8c+hpWqwNFUZiaGuX06dd46qm/BGBubpa33v4tBr2Rw4efR6VSMz4+yNmzbxFPxHju6/996qBBUTh9+nWSyTjdPdf5y+/+xyX1RVEUYlIcrUpDXEqQlFPpKH/V/jJfrTyCTqVFAOJyAq2oQS2qCSRCxJJxjBo9erWe/9z4U75aeZj/2vQzvlP3LBZtKpPYTNTLz9v+wA9XfxONKqVsnhj8kAH/CBvcDazOrkFB4VjP28xGfDxWdgC3yYmiKJwfa2Q8PMVjpfv5fdfrGNUGBvzD/HDNC5/6uaVJ82ViIYuTRq0hkUwQi8eQFZljp1/j2b1PAQJatYZwLIxRb0QURLwBH5IsYTFaiMaj/F+/+n/ZUL2W8ZkJ6kpX0THYydbazVTNZ86LxqOcv34JT1YOr5x5nWAkxOGtB/ndiT/wV098F7MhJQumfNP8yxu/5OsHnuGfXv0X1lWsJhgN4w/52VyzgbrSVSnZ3dvGpRtX+NYj3+CNc2/jsDnoHenDF5zjmb1P4bRnEQgH+c17L6FRa8jOcNLU1UJZXinTvhkMOj3dwz38r9/8G4z6T/Z4UBSFuJRALapJSPHFWmbHmt5kb9UOMs2OxSBwAdCpdUQSUUKxMFqVBqvBwk/P/iubS9aRlBKM+MYWFY1IPMI/nPklT645zDttp5AUicdXH8JpyURWZF5vfQ+zzsS2so389MNf88Taw2SZHciKzMkbp7k2coNHGw7SkL+KhJTkjdYT3Bjv5ul1R3m77X12V27jnbb3+fcHf3j3TqZZNp9K0QgEgjRebkJBYWZ6lssXrlJWXsLcnB+1Wk1z4zWsNgvDA8M88czjWCxmfvZPv0Sr1fDt732TRCJB3epaiooLePXlNxgfm8DldnH2g/OLisbm7ZvIdmdz8t1TJOIJzGYT589cYHpq+hZ/Q6PRQCQcYXbGi8vt4lrzdb72F1+lu7MHu90GpCa/waAnGo2xZftmpianMVvMbN62kZ6uvlv6JqpUJCUJnV5HJBIhFo+j1+koLikiHF56MPnMzAydHZ0EgkFmpme4cvkKpWWpTEaCKHL+3Hk0Gg2Tk5N884W/IJFI8Iuf/xKLxcL3vv+XJBIJCgsLOH/uPD6fj++8+G3i8Tg7tm8HUlaPXbt2Mj01RWdHB62t17FYzITCYdZvWE9XVxfZrmy0Wi0HDh7glZdfobaulrz8fN54/XVmZ73k5990JVMUJdXncIQzpz9kamqK/Pw81q9fx+ysd/HkYPOWzQSCQSorKzh37hyhUIiyslKk5PJ8wU+dOElRSTGd7Te41tSEzW4nEg7z21/8kgyHA71ez7WmZiqqqzj8+GO8+sdjjAwNc/DwI5RXV+F257Bn/z6GBgfpbL/B8OAgkXD45gmHoqDRagn4A1xrasbtSdVmCYfDxGM3C5PVrV6Ny+Wmu7MTg9FANBJl78EDqar0W266SukMemKRKGq1ej7zl0I4HL6lFomipGqTRCJhzp35kJnpGRQ5lVY32+XCZF5atWZIKfCNJzrIzncw1jdN19UhHG4rIX+UM39sQhAEzBlGeltGKF+TR8PuCj74fSP+mRDbn2jAlmXGmWfHO+Fn46FVdF0ZIr/SBYBWryEWTSJLMrFwAr0pudj+/tYxJgZmKazOWfRnrVhfgHcyQDR8c9xqt5cyNx0kK89ONHRvhd6i0TBNTWfRanXMeqe4du08Bfnl+ANeNBotPb1t2G0OhoZ72bP7MTIz3Rw79hMQBJ584sVUrIbLQyQcoqSkmpGRfqxWB5FIiJZr5wkEfIvzYmSkl7LSVQwOdRMOB7FY7OTnl1FfP4fZbFu0qA4MdDI41EVV5WoM+uWdcF0cb8JjdtM200WXt4+kIqESVPyq/Rg1meXMxQN0zPaSbczk61WPc2roPG0zXWx0r2Zn3kYsWhMuo3O+sOJNWacW1EjzWacW2O7ZQLbxZqGsmBTHHwuwMaeBLm8fblOqQKZRrSeSiNA63cGgf5SHCrYyHBy/p+eWJs2XCUVRePfy+xS5C+ge6eVqRxMuRzb+UIDfnTyGWqXCbrbT3H2N1eX17Fu/m5feP8aUb5ondh4lJ9NNvsvDgQ176R7uIRgJotPoFrMmwULKWxXegA8FhZqiSgbHh+Z//yOyQKUmKUkEQgF0Gh2ReJRwNEw4Gp5P5ZrCoDMQjkXpHOqma7iHdSYrT+x8lPcbP1i8xqg3snfdbk5cPcXedbtQFIVdq7fRNzZAS891sh3Zy4pt6JzoQRREeib7GfGNMTQ7gtOSxW8vv8zeqh1cG2ljwj+NKIi8uOM5rg23ceLGGYqzCvjqhscRBQGjRs/ZwWtYDdZbrBYqQURSJMKJyC31uhRFwajVE45HuNzfxNjcJEkpta6pRBWH6vahUWlZlZuqi6VTazlSvx+HyU6Bw4OAgMfuTmfou098Ksc9m83KzPQscz4/QX8Qs8XExPgkKDA2Os701AytzW0EAkFmZ2bRaDTkenJw57gR591r4vEEI8OjOBwZGAyp1KtZzkyikSgAPZ09DPQNsH7DGmpqqxgeHOb99z6grfUG11vaFl1UsrKzUsHTeTnEolHcOS5am69TVlFKMBhKuXao1TgyU/6A3Z09lJaXcOViI2q1Gp/Ph883B4DRZMRiNqPRqHE4MhAQqK2voaKqnL6e/mWNkdPppKenF1mW8Xq96PQ6pqdnUBSF4aFhpqamaGlpYW5uDp/Xl4q98HhSYzTvT9ne3s7lS1e4dOkyPT09CKKISqUiFouhKAqdnV2UlZXxi5//kra2Nq5eaQQFpqemF1O3xmIxRoaHyciw09TUTGNjI5u3bKGyshJZlpmcnFzcIDsyHMzOznLq1Clar7Vy+vQZbHY7o2OjBAIBAMLhMN5ZL1NT01y6dJnLly/j8/mWPYfyCwp4+7XX55MCmBgeTAnTOZ+PsZERerq6mJmeZnx0DBSFLKeT3DwPxo8UYBzo66OzrZ1YNEprcwuXL1xkempqXmnSY7PbUalV5BcWkpefT9u1VsqrqpjzeQmHQgCMDg/TdPUqdWtWk5mV2pRNTkwuKhALSklWVhaiSsRmt6PT6Qj4/WQ5nYiiCq83pYjpdDpsGRlMT01z7oPTtLW0MDU1mbLCLBNBFLBnW2g53Y3eqMVkNTA5lDrFD8yGmRmbY6hjgpAvwuy4H0EAe7aFzFzbomsVAuhNOqZHfOhMWpLxVBV5W5YZURTwz4TwlDkJ+6NEgzEUWaHlg26Gu6a4cWmAeDRllRvpniK3NIuhGxOLgeEj3ZPklmYxMXDvmbgMBjPRaJip6TFi0TBms42p6VEApqbH8Hqn6Oy6RjgUwOudQq1W43Tm4nTmLNbM0Gp0KIpCwO9DpUqlvx0Y6KCt7TJt7VeYmBied8m0M+f3wrzLw0KNlYHBLtzuAiKR1Ly4cuUU/f0dtF6/tKxQUEEQKLUXcrznXVzzm/zJ8AyyIhNKhBkJjjMUGGU0OMFEeBpJkcjQ28g1u7DqbiqiZq0Jk9pAcn5RBbDpLClLiZwglkwltujw9jAemibHlE1CSqASVKhFNVPhWbQqLZKceuZZRgeyovDB8EW6ff00TV6/18eWJs2XCkEQyMl0ceLqB5gNJqwmC4MTwwDMBryMzozTMdiJN+BjbGY8VUk7w0luVg4G3U1rQOdQFwMTQ9QUV5NhsaOgEAgHU5tlnQGryYpOq0ORZXxBHx5nLka9kaSUJBxNyYIMix2tRovZaGLn6m14Az6m52Yo9ZQwNjO+6C7ltGciCgIfNH9Ix1A3F9sv80Hzh9jMtsV02eFoGG/Ai0alpne0H61aQyQWRZZlIrEIiY+4ni5ljEqyCjhx4zROSybBWIhwIko0ESWRTDDkHWHCP0X3ZB8zwVmiiShmnYlcew6ZZsdiNMyFvqu0j3Vxse8qcxE/AEadEbPeTDwZRy2qyDTZmQxML6a8zTJnEkvGONV5lo6JHq4OthBLptbvgZkhHCZ7yso8r4DcGO8m3+HBarCk3aXuM5/KoiGIApu3b0QURbyzPtz9bmx2K5lZDoYGhtm9dwe5nhxutHWyqrYak9nEcy88e/MGSqq+g8VqJr8wn4LCPBqvtFBaX0xXZw+19TVMT83gnfWRl+9BkmSOPP4IFdXlNF1tQZFlvDNenC4nJrOJDZvXk5PrZmRohJ17tjM+PklmloNzpy+wdedmNBoNRcWFKIpMIpGkp6uXg4f303SlmR27t9HSeI1dD+0AYP3mtZjNZsoqStHqtAQDQYYGhimrKMXvDyx5jERRZOeuHVgtVtxuN5MTE1itqWDlvt4+Dhzcj92eQV9fH2XlZej1er79nZtF5BRFoaKykueef47W1lYyMhzU1dUyMjpKIpGgoqKczEwHvXNz/N//z48IBoPMzfkJh0NMTkwSjUYJBoNYLBZElUhxSQnJZBL/nJ94LEZBYQFajYb29ht4PB4EQaCmphqzxczefXu5cuUq5eVlnDt3nj17dtPU1MzOnakxaljdQGVlBXV1tbQ0t3Dp0uXlzR9BoKyiHElKkl9YyJxvjg1bNqM3GJCSSfxzc9Q21NN8tZHKmmpElYqHjx5Z/H4oFCIUCjE+Ns7c3Byr6us4eOQwfT29XG9uYde+VEXU2oZ6MrOy0O3awejQMN/+q+9x9dJlNm3byvWWa2zcuoXZ6RkCfj/9vX0UFRfjyMxEpVZRXbuKkcEhRJWK4tISNBoN23btBGD77l2UlpczOzON2WKh/VorLnfKvFtTV0tGhoMde3bTdPkKJWVlJOZjOmKx6LLGqLAmB51Biz3bQjyapCqjCL1RQzQUJxZNUFybS9eVQUpX5yGqRLY9Vr/4ff9MiFgozpo9lQx3TmB3WZgdnyO7wIFGq2bV1hJyS7K4fq6XVVtL6L02Ss2WYh77wU7G+qZJJiSGOiYpbfCQkW2hr3UUT4WTycFZcsucWB0mxvtmyCvPJjAbWtbzv1Nf6+s3z8cihbHZMrFY7NhsDiYmh3E6d5ObW0RXVwvV1WsxmawcOXJrAGBSSlJZ2UAw6Mfv9xKLRaiqWktZWS1d3a0MDnaRleUmN7eI8fFBcnIK6O66xsaNe1EUhdKSlOvX9bbLrF+3iyeffJFtEw8TiYR578QfltUftymb3flbqMgoZjbiZb27Hr1Kh16tZyI8xdbc9fRk9JNtzEIjqtnu2cB2zwYAJFkiJsWJJeNsyllDXErQPzfMWlctADs8G5iJeIkmo1RklDAd8TIT9XJ+7Cprs+vwmF1scDcwHppK+SHHg2Tobdi0Fta766jIKKF3bhBJlnh74PQ9Pbc0ab5MCIJAdVEVWo2WHIebcDTC5lUbMOiMRGIRwtEwdaW1XOlopKEsFUvw+I6b65Y34CMYDjE+O8lswMvI1ChVhZUYdHou3bjCnjWp9WVd5WpyMl00lNfhDwUodOezrW4z0ViM3tF+1lWmXGd3rd5Oli2T7uFettZuQqfR0T3Si91sY9I7hceZi16rZ2vtZurLVnFw4z7iyTgX264w659lem6Ghzftx6g3EovHWF1ej8PqwGqyYjPbaO1tY2vtJl458/qyxsmoNbK7chslWYVEElHW5Ndi1BrJsjjonx7i4Ko9bCkNIkkSNoMVhymDVZ6bCVmSssT+ml0caTjAxNwkzUPX2VWZiufYULSaXLubDUVrCMcjTAamKXUWotfoybG5sOjNPLb6YdpGO1FQGJ4dpTS7CINGT7mrhO7JPlxWJy6rE7vRSo41ZeXfXJKKaYlLS1eq0iwdQVmiTSwQCPDembfYfWD7Pf/oyNAonR1d7N678xZ/dSkpEQgEMZlNaDQfrwMl4glUatXiyb8kSUxNTuPIzECr1RIORwgGglhtVnQ67V194heCyT/qAnOna86duYDLnU1peQnBQJBrFzo5dPDWjFfDw8MMDPWz+Q7Vu5dLV1cX42PjbN+x/ZaAzunpGTIyMlCr7x54vRCwLAgCkUgE/5wfZ7YTQRDwznpRqVRYbdbF4n53GyNZlhcL3P0piUSC1157nYce2oPVamVycpLOjm527dx1y3WKonDs+HE273sI7T0E1C/85tuvvc6uvQ/dYi1QFIVIOIwsy3e1ItypP8lEgmQymVJ2JInpySksVgs6vf6uQe6KopCIJ9DMp1f+OMZHx7je0sJDBw8gCAInXnuDRw8+jE53q6n2F6/8I4ZN0zetEstAURRCc1FMNj2JWJIr79xg3f4qtHoNyYSEqBLumH0kFkngnwmRmWNFEAVCc1FkScZku5koAVLv50LA+AJt5/qwZplS8Ryywti7At996n/4xCwnkUiEX/z8bVavfnjZ/Uwk4iQScYzGlAVgZmacjo5mNm/eP5/III5arbnlvUkm46hUmlS9DYMJSUoyOTlKVpYbzXyhp9R1icX/B5icHKGnt43Nm/YhCALt7RfYu68Uj8dzS5vOnziL4V8C5Jndy+4PQCAewqDWIQoq3hs8Q4OzhmxjZspVSpFRizfl4ULVb4CpyCxZBgcKCnEpTjgRIdOQgSiIxKXEYuD4n9LrG2Q8PMXW3NQC+758hUM/enYxiUSaNGlSvPqbV9hiXY1Rd29ZGaPxGG9deJcDGx+6xcKhKArxRJxIPIrdbPvY7y8Ec6vnrbiKohAIB5BkefF703MzaNQarEbLJ8rgeCKORn33dSsQDnLy6ikObT6ARq2hfagT/YYMalbV3HJdS1MLiWOTlGcWf+I43I2klOT9zrMUODxUuEpT6+t8kcI79iEZR6PS4A370Ki0mHVGZEVmOjiLWWdCr9GhEm+uYQkpgUpULQalf5Sh2RG6p/rZPR+k/s7kWY7+x2duW6PTLJ8Hkt7Wk5+LJ//W4inxeJyZ6VlOn/yQjVvWo1KryM524vcHUKlVqESRaDRGtstJOBxmcmIKvUFPXr6Hq5eaaG1pI9vl5NDRA7zy+1cJBoPs2b+b0rK7T/xUTv27b3wFQWDrjs82tWl5eTnl5eXAvEAJBIhGovzqV7/iW9/+FoFAAJfLxfj4OJmZmczNzWE0GrFarYyMjBIKBslyZpGRkcGxPx7DNzfH7l27cOe4+c1vfwsKfOvbLywppa0oih8rtDQaDY/PB1Z/Vmg0msVg7gUURWF6chKf10dLYxM7H9qNWq1BZ9DjnZ0lMyuL6clJst1uBEFgqH8AWZHJLyhArdFw7HcvYc/IYN+hh2lpbKT5aiNZWVkcfuLxu7ZFEIQlKU7u3BzcuTn30u27Eg3FiIbinHqpkb1f30AkGGXDwzX4JgOY7QaioThqrQqTzYB3IkA4EMVsN2DLMnPlnXbmpkOUr8kjr8LFBy81IssyDz27HqP1ppBW3UG5rdlybwvLclAUmdnZKWa9kwwNdtPQsAWNRofRaKGsrJZEIo7XO0VWlptkMsHY2AAAOTmFqNVaenqu09x8lqee+ktar1+ip+c6WVludmw/jCCksm59VMkAyM72kJ3tuVNzVoS4lGA26uX08CU2uBtQiyp2ejbij4fwRucQBZFoMka2MRN/PMhkeAaDWofH7Oba9A3Ojl6hLquKLblrebX3PYLxMHvyt1BiL0Cr+nhltcReQIm94L71K02aNLei1+p4bMfhW/6mKAregI9YIsax06/y7N6vEEvEyLBkMOmdxGnPYnpuFofFjl6nZ2hyhHgiTk6mC71Wz2vn3mJsZpzvP/YdpnwzvHXxXbQaLd84+OzHtOImWs0nr1sWo5lHtx/+xOvuFUVRmA7O4IsEmAnO0pBXw2zIi0GjZzbkI9PsYCowg8uahSiIDMwOIysK+Rm5BGMhjje/TSQR5bs7nufaSDtXB6/hMNp57E8OsjR3kYn5Dg/5Ds9ie9KsHMtUNJT7UmFSURTefv1dAoEgk+OTXGtu5fyHlyguLWKwf5CqVZUMDaTiDL7+wrP0dvfx5qvv4Mn38NwLz9DR3snDh/fzx9+9QjyewOv1seuhHXR39HyiovGp2vsxf18IQl5pEokEv/zFr8jOdhIIBDl+/FXOfHCGXbt3zcdcbObsh2fZvn0bjz76KB+c+oDOzk4eemgPW7ZuYWJikkOPPExbWzuKopCfn8+cbw7vrBeDZ+VrZ9y9gvT9eYEH+vp57803sWdk4PN6+eU//5TJiUlKy8vx++fIyc2lu7OLJ5/9Knn5BRz/wx9IJBJ848Xv4MzOxpOfz9x8rElH2w32P3KIV176/X2b7yuJJMmc+l0jJpuBcCBK44kOrp3upmZLCT3Nw1RtLKLj0gBlq/PY/kQDHZcG6Ls2SuXGQtY8VMHkkJdtj9XTeqYXa5YZs92ARqfGOxnAaP3ktI2L/QKWm3N+OeM7ONjNpUsnMRpTMR3HXv5nAgEfblc+8XgUuz2L0bEBHj74LA6Hk/fe+wOKIvPkk99FkiQ6OpuIRsMoikxfXzs7dxzmnXdeWlZ7P27+fpo5oigK7wycJhgPMRGepnWmgwtjjRTb8hn0j1LlKGUwMEqGzsbXqh+jd26Qt/pPkWfO4WvVj1GTWY4/HiSajJGQk/iifnbmbaLb178sJUJRFJTPT9HgNGm+NPhDfn7z3kvkZLoJRcL864k/0NLTyta6zXQNdVNfWsvF9is8svkAW2o38taFd5n0TfHUrseoLqzk4U37een9Y0RiUXpGellftYYL1y+nUvgvIUvU8vkY+XePdx3yjvBm60kcJju+iJ+fn3+J8blJKt2leENzeDJy6Jzo4am1hynMzOeV5reIJ+P8xZav4rI62V+zizdaTxBPJrgx3s3+6l283Pzm564i+peVJQeDa7Va4rHkfWtIwB8g15ODRqNhfHSCjAwbwUCQ6toqBvuGqKgqZ3JiiqA/gCPTQW3DKkrLi1OB4J4crjW3kpnlwOf1YTQa6O7sJifXdV/aGg1H0Otu34Dp9XrC4ciKbyRlSSaZTODOSVW8HBkewWqzotfryM3NZWx0lMrKSjo7u5AVmeKSYhpWN+ByuRBFEYvVQnvbDTIdDlQqFTPT00QiEcyWpWdBWgqKouD3BzB9JGD7oxjmM3ndDyLhEGaLFavNRiQSIRqNEo/FKCkvIx6LodPrsVgtDPb1o9FqqK6tZVV9PXpDqnaL2WIBAbyzszhd2VxvbsGRmXlfhJSiKEjz9Vr+FKPWkgq4Xs79ZIV4NJFyfRIEpkd8mO2pWiuuAgdTQ14KqlyM9U4jJWWceXaK63LJzLEhCAJWh4m+1jFsTjNyUiYSihH0hTHbl7dQJeNJDGrTksYs5baWXNa7Eo4EsVhsmMxWItEQUjJBLBqhsKiCSCSM0WhBp9MzNj6IRqOjrKyWsrI6NFodo6P9DA/10NHZzMTEMJkOFx0dzTgcziX/fsrNMoJef/u7bzAbiCjRZb/7gXiQHHM2GpWG8dAUdp2NQDxElaOMAf8IFRklTEVmCMZDOPR2arMqKbEXIACd3j5EQWQyMo03OodBrafb14/blL2sNgAkdfKSaiClSfNlQ2vUEovH7su94/O1MJz2TCRZWnR9yrY7MRlMBCMh8rM9dA2nMjlV5JdRX1qLzWwjKSW50tGIzWRlcGIIq8maCubWaNB8jKvRvaAoCoFoEPMdsieaLWYCidCn3vuE46mgcJvBSjQRIxKPEpcSFGcVkpASaFUabAYL/TNDaFQaanIqqM2twqDRE4qFaR/rQi2qGPGN4TRncn30Bg6j/Z7Wb1mnfO4KHX5RWXKMhqIovPHW65TW5ZPtcq74Bszn9XGjrZPMLAdGk5HB/iGc2VlEI6lic3qjntlpLw1r62+L3wiFwlxrak0FbM/50el0jI2OzV+7si+coiicPnGWdbWb8eTe6lIhSRIvv/Iye/ftuePLeC+/2dPTSygYRKvTpoLwvT48nlwGBgYoLCxifHwcm81GeXnZLc9GURTGxsYYHBikvKKcaDTK9PQMOp2WysrKFX2OkiTxxutvsmvnbux2+22f9/b10T7Qx6bt21Z8/iSTSZqvXiXD4UAURaYnp9DqtGRmZTHYP0BpRTndHZ1U164iw+G47ftzPh+RcISklMRkMtHZfoOyyooVVzYURWFkaIipvkH27tlz2727e7s43vkPlG7OXvLvKorC1LAP/3QQnVGLWqtibiqII8fGzOhcKi3uXAS1VkV+peu2+TE3HWKsZ4q8ShfRUIxIIJWNqaDKveSK4IqiMNgyzTb706ypX7ek69988wSyVITT6VlSX5PJBO3tV7HbUxnAZqYn0On0WG0OJsaHyc8vZWCgk/LyOiwW+23fTyTiTEwMoVKpMRot9PW1U1JSjcWSsaTfD4eDDAyc4rnnH7tNSfT7/bz+v/yWh+R1t/gEfxK+mJ+O2R4y9RkYNQYGA6NkGRxEk1FEQcSg1jEbnaPeWY1GvFXuhRMRrs90UmYvwhfzo1VpGAtO0uCsvquLwEdRFIXx6BTD+2Ic/Nrh9OlfmjR/Qn9vH11vtLKtctOKvx+yotDW145arU65ScaixJMJcrPc9Iz0UZFfRu9oH/mufDxZObfJ7v7xQYLhINkZTkRRpH98EFdGNvnZS5OpS2UhjuTtvg94/MWv3OZuHo1GOfaj37DPuAmtevkxmJIs0TTUit1oQxQEpoOpLFhOcyYDM8OUuYrpmuilyl1+W4VvWZHpGO9Go9Kg1+gwao10TvRQ5ixKZbJa5jgoisKYf4LBmgD7nziYlokrwJIVDUgtpq++9Qobtq8my3l/Tns/ryxU1Gy+2oomaWDH9p239V9RFMbHxzl77kMe2rsHi+Xeqml+UVgIqD979hx2WwZr16y9Y79lWebdEyfQ2a1U19chiuKXYnzgprvU+OgY1y5e4rFHDt8x8FaWZV577xiDhovk1WQiiMLneoxS6WFhoseLZbScpx95HrV6aR6ZoVCI3/z6NXJzN5KZmQqi/jz2VVEUQuEAN9rf5/EnduB2u+747jdfbGTg71rYqKv92CDszwsL83EqNktjbh+P/vtnVtzCmSbNnwOyLHPyzfcwjqqoK6xBFL486xawWDn8g65zNBzZSHFp8R3lX3dHNy0/O8f2rHXo1bov5BgpisJkcJormk6O/NWTK3pg/GVmWYpGyjXGz+kPTxGVwuj095Y96IuEIiuEgzEqSqpoqG/42ExEiqIwOTnJ+fPnUGvUnxho/ueAJEmEQiFqqldRWVl5V3NjMpnkytWr9A0PoTeZlnxi/udALBzBojewY9s2TKaPdzFKJpOcv/IhV/pPIRnD9+4Aez9RQIjoqHNvYefmh5Y13xVFIRQK8e67p5mciKFS6fn8dVZBlhMYTRL79m0lO/vjrbmKotB5vYPG351DNwai9Hnry63E9BKm9ZnsfGovZov5C7kxSJPms0CSJK5evEL/1R5Miv5L9a4k5SRxo8zGfZvJK8i/q/wb7Bvg4vEP0U6DSl66ZffzgUJMncBQlcGOI7sxm9MycaVYlqKxgKIoqarZsfvjt/h5RBRFjEYjavUnn1QuFAELh8MkEn/+eZlFUcRkMqFSqZb0Yi5YQMLzlby/DAiCgE6nQ69f2iL1RRkjQRAwGAyfmCL5biiKQjQaJRqNcb+SBdwLGo0Go9G4mJnqbixYPsOh8C2Vaz+P6HQ6DAZDejFNk2YJfFFk8kqjVqsXD8aWIv9kWSYcCi8WxvsikZaJ94dPpWikSZMmTZo0adKkSZMmzd1Ih9SnSZMmTZo0adKkSZNmxUkrGmnSpEmTJk2aNGnSpFlx0opGmjRp0qRJkyZNmjRpVpy0opEmTZo0adKkSZMmTZoVJ61opEmTJk2aNGnSpEmTZsVJKxpp0qRJkyZNmjRp0qRZcdKKRpo0adKkSZMmTZo0aVactKKRJk2aNGnSpEmTJk2aFSetaKRJkyZNmjRp0qRJk2bF+f8BfBjjFzg7RGIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "OurTree(table_X_Dogs, table_y_Dogs_Speed,20,features_Dogs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Naive Bayes" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.3226837060702875\n", "Accuracy on test set: 0.3275862068965517\n", "Fold: 1, Class dist.: [ 201 1404 1581 1081 1367], Acc: 0.329\n", "Fold: 2, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.332\n", "Fold: 3, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.326\n", "Fold: 4, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.335\n", "Fold: 5, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.312\n", "Fold: 6, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.351\n", "Fold: 7, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.324\n", "Fold: 8, Class dist.: [ 201 1404 1582 1082 1366], Acc: 0.310\n", "Fold: 9, Class dist.: [ 201 1404 1582 1082 1366], Acc: 0.316\n", "Fold: 10, Class dist.: [ 201 1404 1582 1081 1367], Acc: 0.312\n", "\n", "CV accuracy: 0.325 +/- 0.012\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "naive(table_X_Dogs, table_y_Dogs_Speed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### K-Nearest Neighbors (KNN)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.47716594625070474\n", "Accuracy on test set: 0.3900789177001127\n", "Fold: 1, Class dist.: [1277 1277 1277 1277 1277], Acc: 0.400\n", "Fold: 2, Class dist.: [1277 1277 1277 1277 1277], Acc: 0.417\n", "Fold: 3, Class dist.: [1277 1277 1277 1277 1277], Acc: 0.387\n", "Fold: 4, Class dist.: [1277 1277 1277 1277 1277], Acc: 0.400\n", "Fold: 5, Class dist.: [1277 1277 1277 1277 1277], Acc: 0.385\n", "Fold: 6, Class dist.: [1277 1277 1277 1278 1277], Acc: 0.406\n", "Fold: 7, Class dist.: [1278 1277 1277 1277 1277], Acc: 0.381\n", "Fold: 8, Class dist.: [1277 1278 1277 1277 1277], Acc: 0.426\n", "Fold: 9, Class dist.: [1277 1277 1278 1277 1277], Acc: 0.454\n", "Fold: 10, Class dist.: [1277 1277 1277 1277 1278], Acc: 0.463\n", "\n", "CV accuracy: 0.412 +/- 0.027\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_smote, y_smote,df1 = smoteadoptionspeed(table_X_Dogs, table_y_Dogs_Speed,features)\n", "Ourknn(X_smote, y_smote,15)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Support Vector Machine (SVM)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [ 201 1404 1581 1081 1367], Acc: 0.351\n", "Fold: 2, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.340\n", "Fold: 3, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.323\n", "Fold: 4, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.351\n", "Fold: 5, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.339\n", "Fold: 6, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.329\n", "Fold: 7, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.355\n", "Fold: 8, Class dist.: [ 201 1404 1582 1082 1366], Acc: 0.343\n", "Fold: 9, Class dist.: [ 201 1404 1582 1082 1366], Acc: 0.351\n", "Fold: 10, Class dist.: [ 201 1404 1582 1081 1367], Acc: 0.337\n", "\n", "CV accuracy: 0.342 +/- 0.010\n", "Training set score (Accuracy) = 0.34930777422790205\n", "Test set score (Accuracy) = 0.3397190293742018\n", "------------------------------------------------------------------------------------------\n", "LinearSVC coefficients and intercept:\n", "Coeficients (w) =\n", " [[-1.22416050e-08 -1.34356196e-04 7.86186622e-04 -2.15750683e-05\n", " 4.61157641e-05 1.60582951e-04 -8.14339073e-06 1.77672776e-04\n", " 7.02812609e-05 8.65329397e-05 4.91440056e-05 8.49401365e-06\n", " -1.26833622e-04 -1.28990629e-04 -2.74932261e-05 -3.98255522e-04]\n", " [ 1.66541256e-06 -2.82153854e-02 8.38782648e-04 -1.06608157e-03\n", " 4.12978226e-03 -2.27556058e-04 -3.69437785e-04 2.47661144e-03\n", " 2.36941090e-03 1.41147346e-03 2.21644910e-03 -1.81429512e-04\n", " -4.39763437e-03 -2.51547640e-04 -1.45168123e-05 -2.36588781e-03]\n", " [ 1.59178174e-08 -2.88712089e-04 5.61677806e-05 -3.30079148e-05\n", " 3.79255081e-05 -1.66476627e-05 4.87207969e-06 -1.40517164e-05\n", " -1.56449842e-05 -3.12143469e-05 -6.81148507e-06 -2.85236030e-06\n", " -1.48666151e-05 4.08900523e-04 -1.11197778e-05 1.58838249e-04]\n", " [ 2.10055221e-08 -3.35551925e-05 -1.20144651e-04 1.02999530e-05\n", " -1.68050506e-05 4.56244270e-05 1.12442128e-06 -1.02557487e-05\n", " -1.29454699e-05 -2.06220297e-05 -8.01328851e-06 1.39869556e-06\n", " -5.80312350e-06 -1.71011482e-04 -1.40732744e-05 2.20595811e-04]\n", " [-1.62399517e-05 5.06338416e-02 -2.72591614e-03 9.43713727e-03\n", " -1.91296711e-02 -5.76416419e-03 -4.20529594e-03 -7.08743922e-03\n", " 6.78749446e-04 7.42946004e-03 -5.17382953e-04 3.78668032e-04\n", " 2.68022584e-02 1.58670659e-04 2.81364446e-06 -2.84530322e-02]]\n", "Intercept (b) = [-6.12080252e-09 8.32706279e-07 7.95890870e-09 1.05027611e-08\n", " -8.11997584e-06]\n" ] } ], "source": [ "from Models import *\n", "svm(table_X_Dogs, table_y_Dogs_Speed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Random Forest" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.5727369542066028\n", "Accuracy on test set: 0.3314176245210728\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [ 201 1404 1581 1081 1367], Acc: 0.346\n", "Fold: 2, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.379\n", "Fold: 3, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.318\n", "Fold: 4, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.382\n", "Fold: 5, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.324\n", "Fold: 6, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.350\n", "Fold: 7, Class dist.: [ 202 1404 1581 1082 1366], Acc: 0.335\n", "Fold: 8, Class dist.: [ 201 1404 1582 1082 1366], Acc: 0.356\n", "Fold: 9, Class dist.: [ 201 1404 1582 1082 1366], Acc: 0.318\n", "Fold: 10, Class dist.: [ 201 1404 1582 1081 1367], Acc: 0.319\n", "\n", "CV accuracy: 0.343 +/- 0.023\n" ] } ], "source": [ "RandomF(table_X_Dogs, table_y_Dogs_Speed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Tree Model\n" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.45794776886695454\n", "Accuracy on test set: 0.3871763255240444\n", "Fold: 1, Class dist.: [ 114 1036 1640 1432 1614], Acc: 0.387\n", "Fold: 2, Class dist.: [ 114 1036 1640 1432 1614], Acc: 0.405\n", "Fold: 3, Class dist.: [ 114 1036 1639 1433 1614], Acc: 0.391\n", "Fold: 4, Class dist.: [ 114 1036 1639 1433 1614], Acc: 0.385\n", "Fold: 5, Class dist.: [ 114 1035 1640 1433 1614], Acc: 0.407\n", "Fold: 6, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.387\n", "Fold: 7, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.387\n", "Fold: 8, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.403\n", "Fold: 9, Class dist.: [ 114 1036 1640 1433 1614], Acc: 0.392\n", "Fold: 10, Class dist.: [ 114 1036 1640 1433 1614], Acc: 0.355\n", "\n", "CV accuracy: 0.390 +/- 0.014\n" ] }, { "data": { "image/png": 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qihAC0zQJhUIoO392bJt2u919mjIygt7uMNg/8LAPz32120fD0L10LJNWuxsQaDuT56OhKACnLp1msGew+xSi3SIWiVFr1Aj4/Ph9fjqmid/w0Wg1qNSrBHwBNvKbTA1PoKkaArAss/s6nw/Hdel02tiOA8B6boPxoVG2I3XGp8bx+XwoiiLndEjfOjLQkCRJkqQH6OpA41YDza9ejs+cPMn85TkMw8AwDBRVYWp6hjMnT3LwyGEW5xeYmpnm+MefML1/lpGx26dD7a6jWi6jt80nNtCIBiO3fN3ucehYJp+e/oztYg6/z49H00GBA5P7+fjUpxydOcLJC6cY6R/myvoybz3/xm2b9e0uu1yvsBWuEowEabfbQLeaWCQSIRQK4fV6gds3F5Skx5lMnZIkSZKkB0AIgWVZlEolSoUS/bZ9y7KzX50Y3umYhMJhSoUCiqqiKArtVovZgweJxuP0Dw5idkwCwSDhyK0H1levQwhBq9kk4799F/HHjS/go9kpEQmEbzmA3/034brYjoPX46XZamJ4DVDAq3s5su8Q0VCEUCCIrumEg2E8d9Ddfe8YW216+3pJZ9MIIXBdl1arRbVaJZ/PY1kW2s5Tq2g0SjAYRNM0GXhITxT5REOSJEmS7oPdy2mr1aJQKFCtVtE0jXg8jsfj4fLqMolsBlXT7nCBX/0PBSFcFEUF5ep/p/vnO1xmu9XErjU4ODOLqqp3+MbHg+u6nP3kNKG6F7/Xd2dvElx3PF3hfnlsdv/9LrTMNo2QyeyzB296jHfncjQaDarVKo1GA8dx8Hq9hMNhIpEIPp8PdSfIlKTHkQw0JEmSJOkeCSEQQlCr1cjn8zSbTfx+P8lkkkgksjdI3J0zUSqXcFz3nte3srxCJpPB8Bn39H4FMAyDeCz+xAUZu1zXpVQo0Wl37nEJgrm5OSYmJu95GwyfQTx5d8d4dzhmmia1Wo1qtUqr1QLA5/MRiUQIh8MYRvezl8GH9DiQgYYkSZIk3YXdO9HlcplCodAtZxoOk0qlCAQCwIMbBM7Pz9PX14fff+t5AtK9E0Jw9uxZ9u/f/9AH87uB7G7KVa1WwzRNNE0jEAjspVzpOyldD3t7Jemr5BwNSZIkSbqF3ftx7XZ7LyVKURRisRijo6N4vV45wJMeiN1KVcFgkGAwSE9PD9AtlbybcrW5uYllWdekXPn9fplyJT0SZKAhSZIkSV+xeye5Xq9TKBRoNBp4vV5SqRQ9PT0PZdLu7jZJ316755yu60SjUaLR6DUpV/V6nVwuR6vVwnXd61KuZIld6ZsmU6ckSZIkie5A3nEcyuUyxWJxrw9FMpkkGAw+9EGabdv8w3/4D3nrrbd46623Htp2POk2Nzf5+3//7/OP//E/JpvNPuzNuSe7QWm73d6b79HpdFBV9ZoSu7tV0GTwIT0o8omGJEmS9EDtToR+2N2SNU3bu6t79T22TqdDsVikXC4DEI1GGRoa2nvt/bY7x8M0zbt8I3i9XkLBEI1G467eqijKXgWjJ91uWWHLsu7p/bqud5v8adpdH+ddHo8Hj8fz0Abwu0FxIBAgEAiQzWb3Aulms0m1WmV7ext7p+Tyboldv99/T0/rdsv3dtptHtbta0VR8PllY8RHjXyiIUmSJD0wQgguzc9Rt0z0nQZlN1OrVlAUlUAwiKqquG63xKhlWaiKgqbrewHC7kCiUa/j8/upVStEY/FbDjAc28bjCob7B/jRj37EsWPH6HQ6eDwekskksVjsgadECSHY3thm4/Qyfq4vvyqEoN6sE/D50TR97xjs/CuNRhNNU1E1Ddu2UFUV23FwHBu/L0C70yYSur6nhhAunYDD9HP796oWPYmEECwvL9NsNvH5bl7edjctzjAMvF4vQgiazSa6rmMYBtVqlWAwiOu6exOtd/teVCoV4vFbn2vtdptAIMDQ0NAjO+jd/S5ZlkW9XqdardJsNvdSrsLhMOFw+LZdzYUQVMtV5n92Dn/Tw81rAQtK9Qpe3UPAF0BB6ZYRVlQ6Vgev7kFR1L2/g26Z4VanheExaLQbRIPRm+8PgnbMYeb1Q/gDsljCo0I+0ZAkSZIemGKxiKmrjIxO3rYr9n/+//0+hXyeiakpQpEw85cuMz41SbVcwXVdDJ+PUrHI7IEDdDodevp6ef8X7/H8yy9x6eIlvv8bP7zlIFoIQX57m//nv/5/cfrkKZ599lnGx8e/0Tugju2wcXqZfcnxvcHU1YqVEqfOnKJSq5CKp6g36/SkskyP7qNYKZGKJPj49Kd4dA+RYLcp3fLmKiF/gJH+EbbzWxx8bva6/RFC0Oy0WDy/wPSRmW9kXx+GRqOBaZpMT9+6C3un0+EnP/kJ6+vrjI+PA7C8vEw6nUZRFPx+P/l8nlgshq7rTE1N8e6773L06FE+//xzfvjDH96y+aIQ3RK5jUaDUOjRbIy4e3y8Xi+JRIJEIrGXctXpdKjVaqyvr9Nut1FVFb/ff11X810LH15kQhlEj9x8WGnZFu9+9HPqrTpPTx3FtC22StuM9gyzvL1KPBRDVVXWCxu8duglCtUSw5lB3r94gfG+UVbWVjjwzPQt+5J0Oibzxy+y/+XDj2yA920jAw1JkiTpgak3m4Sj0Tu66PcNDLBv/yzbm1uUCkUMn49CvoDX66XVaODz+7tpLbrG+vwq2Z4e0tkMnXabVCaDY9twi0BDURQisRjf+5Xv87f/T//nh5JiYVomPowbBhnQvStreA0C/gDruQ3ikRirW2v0pXvZyG/i0XVUVaUnlcV1XbaLOdLxFKqioCoqfsOPEOK6/VIUhYDhx6xtfRO7+dA0m02id3C+CSHw+XxEo1FWVlb20obW19eJxWJsbW2RTCZJJpOsrKwwOTlJb28vpmmSTCZxb9MLRVEUotEozWbzkQ00bmT3O+H3+/H7/aTTaYDrupqbpomu65w5cwZFURg2s2jhWzeiVBSFyf4xfF4fpVqZjtXBo3nYKG6RjCTIVwpkYikMj4Ht2KwV1hlI9xH0B3CFS9gfumUxBEVRMHQvduUuUxKlB0oGGpIkSdIj4bmXXgRgbHyCYrFANBql3W7j9wdQVYWtzU1UVaVWrTE0MkKz2WRsYpyhkREmp/fdcdCgKDy8uQri1k2mE5E477zwFijdEqbFSgld13Ech+czfVi2RSaRZm55gcGeAWqNOqFAkNmxafw+mS5ypwzD4M0338R1XYrF4l6qXigU2kunu3DhAv39/RQKBc6ePYvjONi2zRtvvHHH59rjnp2+u5+aphEKhQiFvhzs27bN2bNnWVhYIBoyIHzrZWmqxouzzwHQaDepNKqE/EFc4aKpGobuZW5jkX2DU2yVtjgwMst6YRNd1ZnsH2ffwO0bKMqnGI8eGWhIkiRJD93uAMG2bf78T/+ULz77jNGxcQaGB0FAKBymY3ZAQN9AP4tz85w6cQJN0/g//I//4z13yn7UXP2U5dT8GX703o+JhSL4fX5eOfYSn5z5jKdmjrKWW6c/20c8EqNttnFcRw6y7sLucT537hx/+Id/SCgUwu/38+abb/L+++/zwgsvsLa2xsDAAD6fjzNnzjA1NUU8/uR2VL9TV5fY/c3f/E1c1+X0H3x62/Nv99/rrQb/5YM/YnHjCgPpfo5OHGJ+fZGDo7Os5zeoN+vMrS9QbdboT/Ux0TeKqsieII8rGWhIkiRJjwxVVVFVldfffpuxiXFUVSWdzaIoCsVCAcu0MAyDp59/jtGJcVzXxRUu5s5daOUJGgQaHoOxgRGeO/gMjuMy2NPPcO8QjuvsVUYayPYzv7KAaZk4jiObtN0lwzAYGhrixRdfRAhBf38/f/Wv/tW99DOPx8OBAwdIJpOEQiGCwSCdTkc2aeTenx7omo6u6nzv2XdIx1IEfQEOjMzspf55dQ89iSyGx4tpW0SDESy7OxFfBhyPHxloSJIkSQ+dZVmcPXUa13VIZ7OoqsrW5ialYonw8jI+n49UOk0+lyeeiFNeK3H54iV0XefC2XNomsaRp56ip6/3Ye/K1yKE4MzcOVzh0u60GekbplAu0mw1WdlcIRaO4vV053Csbq6STqQpVksUzhTw6B6OTB8mFUs+7N145HU6Hc6cOYNlWUxMTJDP5wG4ePEiiUQCr9dLb28vCwsL9Pb2cuHCBTRNo1qtous6P/zhD6+bEC3dWr3VfVLRsSxGe4dBge1yjlw5TyaWQlFVhjODXFqbZ6p/nPPLlwj6Anx26Qs0VcXr8fLG4VfweW9eTUx69MhAQ5IkSXroXMfh0vnzVMplwpEIiVSKuYuXiCfiLM3PE43FaDVbxOLdKkBewyAYCmJ2zG4TsmAQ2763vgmPmtXNVdZzG3Qsk/GBMZbWl/D7/FiWhdfjJRwM8/T+Y3g9xs5dYB/xSIxz8xdotpogA43bsm2bM2fOUKlUSCQSxGIxLl++TCwWY2FhgXg8juM4+Hw+dF0nm82yvb0NgM/nu+1kcOl6pm1xauEslWaN3kQWn9fHla0VQv4AS1vLxMMxAoYfn8dAUzUS4RhCCDRVxbQtirUSHcuUgcZjRgYakiRJ0gPnOt0Up0q5jN/v75ahVZTugE0I1tfW2X/oIJFolHAkgmH4sEyTmQP78Xg8OI7D4PAwWxubKIpCKBRifGISx3EYm5hgdWUZ27Y5d+YMrUaTQ8eOUsjlaTTq2Ja9E8CEGZu8/YTSb4Lrut1ynGaHRrtJIhLvpuuoCq8+/TK1Rp1qo0YoEGS4b4ihngGWN1cRQhCPxEhGE1QbNcq1Mgcm9uM3fHg93XQe13XpWB1ypTyFchHXdXFch6dmjz7s3f7GuK6L67o0m01s2yYaje5NYnYch0qlwuHDh/c+h8OHD9PT00MgECC408elr6+PfD5PvV4nk8kwMDBAb2/vXtf4ra0t2u02ExMT1Ot1Wq0Wtm1TKBTw+/3EYrGHexC+Ya7rIhDYjkOpViIdTSEQqIqKaZt4dQ/PTT+NR/dQblQ4MDLDwvoSQX+AUq1Co9NkMD1Aq9Niq5wDFFDg7aOv07Y6bJW22SxtsVXapi/Zi2VbzK0vEPAF0FWNRrvJwbH9cOviV9I3TAYakiRJ0gMlhODE58dZXV5haX6BvsEBOu02sXicRDKJbVmYlsXm+jq9/f0MDQ8zNjlB30A/WxubJFMpms0GQyMjXDh3Do/HQyGfp1QoEI3FGBkfY+7SJSzTIp3JoOs6iqJw4vjxvV4H0XiczfWNRybQWFxbYmF1idOXzxAOhklE4xTKBd545jU+PXucAxOzVBs1ciUFj9ade/Lpmc8Y7hui2qji9Xj58OTHzI5N4zN85Mt5Tlw8TSQYIpvM0Gg2OXXpDKZpMtDTvxdwfFtcuHCBpaUlTp8+TSqVIhAI0Gg0eP755zl37hwjIyN4PB5s2yYQCKCqKvV6ne3tbcrlMtVqlb/xN/4Gi4uLe13jc7kcf+tv/S02NzdZXl7m0qVLxGIxkskklUqF9fV1HMdB0zTW19d56qmnHvZh+EZtl3NcWLnE2aULCARDmQHW8hv80tNv8YszH/Li7LPkqwXK9Qody2R6YBJN0/j88im8Hg+JcByPrtNou+QreQrVItvlHJFAmJAvyPL2Kqv5dTpWh+8+8zZ9iR4a7SYbxS2Wt1cwPAb7BidloPGIkYGGJEmS9EApikLfwADhSITevj48Xi+6rhMIBBgYGkQAn3zwIUefeZpkKkW71cIyTQaGhtA0jdz2No7jYHZM9h88gKKqmJ0OzUYT0+zQrDeYnNpHvV4DIJPtoVIuc/jYURqNBgChUJiL9fpDPArXyiQy3S7ofj9BfxCA8YExhvuG6M/2s7yxQipmkIjGabQaOI7Dc4eeARRsx8bwGjw1e5RWu0WtUWdsYKRbnSsYolgpkYgmOLLvEPVmnUgoQqPZQLllYd0nS29vL16vl0gkQjAY3KsyNTU1xfj4OOfPn6dUKtHf3080GqXRaDA7O0ur1cKyLBqNBrVajcnJSWq1Gp1Oh1arRaVSYXh4mFQqxejoKLZtY1kWPT09RCIR6vU6V65c2esm/m2SCMcZyQ7j8/rwebvpZYPpAXoTPfzWqz+g2qxRa9YZHh+i0qhSbdboTfTg8/potJvEQ1HK9SqNdpOAESDWG2U4O4Tt2LTMFulYisF0P7qmd8tEKwoHR2fZKG4y3jfK4saSnCj+CFLE417kWZIkSXpk7HYW3h2ULSwt0j89RfQ2aSSmaeLRdRRVpVwqce70GULhMMFgEAEEAgEs00TV1J20mG6Xb38gwP5DB68ZYOxe1r76d5ZlIYSgsrrO9OTUg9j922o2mqy8N8dIauiWr7Mdh7XtNRZWFskmM2iaBihkk2lWNrsN/E5ePMVgzwALa0scmjxAb7rnpvtuWhZej4dLrSUOvfLkplDtzqPIZDK3fJ1t23vH6NKlS+RyOTKZzN7x6+vrY35+nomJCT799FNGR0e5cOECb7311jXd5290vF3XxbZtyuUyQgiy2ex93cdHjeM4nP6DT5nyj9zydbspfB7dQ6Fa5OyVC8RCUfw7cy7C/hCNdhOf12CjuImuebppheEYM0P7rlnWV4+7EALLtvDoHi4rKxz+lWdk0PGI+PaF3JIkSdJ9I4TAdV0ajQblcpl6vY7ruvj9fqLRKP19/TiOc9vlXF3B58riIrmtLU5+/jmhcBhN00hnMvQPDaJpGolEknw+R7PZxOP13LAL9lcpioLX66XZaKCpDy+3QtVUbOHcsHv31TRV5fKVeXLFHF9cOEkiGkdRFI7NHKFar5GKJ7Edm1K1jGVbWI4N3HzfDa8Xx3FQtCd78KVpGu12+7bHd/eJQ61W4+LFi+TzeT7//HNCoRCKovDOO+9QLpe7T9JMk1qthuM41zXgu9E6VFXF4/FgWRY+35M/cVlRFITGbY/5bulqgIWNJXLlPCfmTxMNhNFUjb5UL8lIAoHAsm3aZoe21cGyr++sfqPvvNfjxRUu6E/2Of64kU80JEmSpDuye7mwLItarUalUqHVaqEoCsFgkFgsRjAYRNO0vYGAaZqcOH+W3tERPHdYDtSxne7TBwTqznIURcVrdN8vXBfHcXBdF03T0O4wTcWxbdYWltg/PkEwGLzb3b8vhBCc++wMsXqAiP/WrZRNy0QIgeO63dQfFDw7/TMAOmYHVVVxHAfDa9xykOcKwWp5ncyxAdLZ9H3dp0eJ4zicPXuW4eFh/P7bd0oXQtBut7uD5auGQz6fD0VRcByHRqOBYRgIIe44cGi1Wly5coX9+/fvfV5PKiEEi2fncU83SPni3EmGnu042I59TXCiKirenTlVlm0jhIsQ3b4bmnb7/jhCCDZaOULPpRkYHbym+aX08MhAQ5IkSbqh3ctDu92mWq1SqVQwTRNd1wmHw0SjUQKBwC0v6EIIOp0OK2trWLZ9z9tSb9SxLYtYLH7Py9A0lf6e3r2c/YfFcRzWrqzRrNx4zoht2ayurTIyPHJHg7atrW1CoeAtgydFVUkPZIgn4k/04Gs3RW5tbQ3LunW5Y9M02djYYGho6I6PycrKCul0+rYBh8fjob+//1vTa0O4Lpurm1Q2S9c99blT5XIZj8dzzzcBFFUlNZhG8aisr68TiUTIZrMYxq2DcOnBkoGGJEmSBHyZBtVqtfbSoGzbxjAMotEokUhkLz/9m75wF4tF2u02fX193+h6v2mO43D+/HmGh4f30nhuxzRNLl68yOzs7BN/9/x+cRyHc+fOMTY2thcs34l2u82lS5eYnZ39Vk74fpDW19fx+XwkEomvtZzdeWLVapWtrS1s2yadTpNMJlFV2Vn8myYDDUmSpG8pIQS2bVOv16lUKnsVmgKBANFolHA4vDeYetgX529DoOG6LpcuXSKTyRCP3/mTByEEhUKBWq3GyMjIQ/+sHnVCCC5dukQ6nb6r47z73lqtxurqKtPT03tzDqSv734FGlfb/Y3L5/MUCgUMw6Cnp+eOg3jp65OBhiRJ0rfA7k+9aZp7aVDtdhtN0wiFQsRisb1+Ao/iBfhJDzSEECwuLhIIBMhms3f9GQghuHz5Mtlslkgk8kh+ho8CIQTLy8t4PB56e3vv6TgJIcjn81QqFcbHx+Wxvk8eRKBxNSEEzWaTra0tGo0G8XicTCaDx3N9QQnp/pGBhiRJ0hPo6jKz1WqVarWKZVl7vQUikcjehNdH/SIrhODdd9+lVCrxG7/xG4/89t4tIQTr6+vYtn1X8wW+yrZtPvjgA9LpNNPT00/ccfq6Wq0Wp06dIpVKMTY29rWOjxCClZUVNjY2mJmZIRKJ3Mct/fYRQvCf/tN/IplM8vrrrz/Qc3c3RbRUKrG9vY2qqmQyGWKx2GPxe/i4kQmGkiRJX7E7SH9Ydi90d5vScasys6Ojo4/Enbt7PbZbW1ssLy/f0/sf5cFDp9Mhn8/TaDSYnJy85Xbu7vfN9l9VVc6ePcuJEyf4l//yX96Xfb6Xc/F+up/fxffff59/8k/+Cf/+3//765Z7s/281fqTySR/5+/8HX74wx/y27/92/dlG6/enkf1nL2Z252ftzM3N7dXQvhelnGn56qiKGiaRiqVIplMYpom29vbrK2tEQqFyGQydDod4vEvC09809eDh/29u5/kEw1JkqQdu4/WLyzMY9/B77twXZQb5GjfqJ68EAKFbpnR2+Z1C0E8GGJiZPSGr72XMrOPgk6nw8WL85imy402S4juvqmqcs2fFUXZ686cSqX23rt79eq+5sYXZSFA02BqaoxAwP9IHQ8hBP/u3/07fvGLX/DP//k/x7NT2vNmr81t5diYW0V1b7CfgBDdRoaXLl1k375pNFVl9wKvfGVZexQFIVwURb1hgStXEaSGM/QN9n+jx273ady5c/PcqHiUu1vy90bfs5ts5/z8PJFIhGQytXeOXbVEhoez9PZm90rdNhoNFhbn4WZfVyEolctsbW4yPTPN1Uf5pttx9WD8VsGEgPHRibuaqP4wCSHIrW+z+sE8Suvmw8pbfW75fB7D5yMSDl/3b7v/f8vfzojG6CvTRBPRe0o9hG5flTNnzvAP/sE/4Pd+7/cY7B2gulnhxt+O3fd2vz83WuaNz09w3d3fuRsv11VcMqO99PT1PBaf/63IQEOSJGmH67p8evoUfVPj6Le5+7+1scnCpUtkensJRyI0Gw2EcFm5skyn1eLIs88QDAYpF0tEYlFOfnacgeFh5i5e5I1feueWF0whBPmtbSKuwkBf396Fud1uU6lUqFardDodPB4PkUiEaDSK3+9/pO+CCiE4deocqdTw3rZ+1ZUri1y4cI50OkMqlaZarbKycoWhoRFCoRA+n4/5+TlmZvZj2xaWZdPptFlfX6Onp5fx8ckbrteyLFZWLnHs2IH7NnlXCEG9Umf5g8vYVfOel/Ff/ut/4cD+A0xMTqDsDjoUCI/GGTo2vjcZv9FosPjpJSZ7x2/4Oa9trfPuhz/jhaPP4fV40HQdVVE5P38Bj+7h6YPHKJSK+AyDz05/TsfskIqnSCdTnLt8nleffYV4NHbd9gEsbl4hvb+PRPLB5M7fiOu6fPrpadLpCTwe7zX7W6mUeffdP0HXdZ599mWKxTyO45BKZbh48SwjI+MIIdja2mB29hCNRo12u8Xm5gZ+vx9VVdm//8g1XaVBsLo6z/79A0Qi4W6367MnmZyeQNf1G56vly5e4sQXJ4nFYhw6cpDlK8vE4wkCwQCXLl5iZGQYx3GpVMqMjY3hCpelxSUMw8fa2hoHDx6gr//6OUe75+zcxQUOHTj8WEw4b9QbXPz/fs642o/CjX+HbMfmv33xYyzH4oWJp7Ecm3y9SH+shyuFVTKRFJqqsl3Js693gnqniaF7ObVyltH0EEv5Fd6YefkmNxQErnCZM9Y5/DvP3zJov512u83i4iLlQokeNUV/uvsZ3Wi91VqVk+dPEYvEyKQyNJqNbirk9gbVWpWD0wdIxOJUqlVikShfnD3JYN8AX5w9wfde/+4Nyx/vfu/m1hcYODJCJPp4p+XJ1ClJkqQdpmmi+o3bBhkAzUYDy7I48emntNsdttbX6R8apJDPo2s6lm1z+KljnDt1mmdefAHLtjFNE8s0sS17r/ncjSiKQiKd4uTP3+ef/S//C9/97nfp6+vbKzM7NDT00MrM3ivXdbEsbhpkwO4TmipXrixSKhUYHR1nY2OdpaV5VFVDVVXC4QihUGhnPsMIxWIeTVMpl0s3XKaiKHg8HnTdh2ma961Tc6vR4vTv/Yz+c0F0ri0pawuHklnB0AxM1yKiBzFdC0e4rLW3GAn0s90pUrPrfEc/Qn8hi+e9a2/b17QlzvzvShz+y8+hKArVUoVUMHnTQadpmZQqJT764mM2cpu4riAajhAJhenL9lEoFTg/f5FD0wfpmB3qjToej4d4NIbH46FSq1wXaOx+TtlYhmK+9I0GGpZlIYT3uiADwHG6JZdt2+bnP/8zWq0GHo93LyC4cmWeSCRGrVYhlcqwtbVOLBan2axjGAb1eu0G+6kQi2UoFktEIuHuuRLw3XLA2umYxONx8vk8f/6Tn1IsFEmlU5imCYrC0uISHq+XcDiE67oEAkGajSbNZguPx0OxWLphoLF7zvr8Bp1O544aDz5slXyJpBVB9d3iBgrdYCDg9fPB5U9xXId6u8GCfwmB4PTKOdLhJNvVPJlomksb80z3TdAy2zQ6TdpWB8d10LXrh66KoqApGuGaQaPWIJaI3fO++Hw+ZmZmOH/iLFnfrQsztDttbMfm9MUzdE532C7kSMYS1JsNXNfFtEwOzxziwvxFnj3yDKbVwbS6Nyaa7dYNA4297100TalQkoGGJEnSk2L3UfedDN6Hx0ZJJJPoHp1GvY6m62iqhrrTwfbMiZOEIxESqRSO7TA4PITP7+eVt97E47393TYFaDabHD16lImJCUZHRx+boOJmbpbetGt4eJRstgdVVanVaoTDEer1Goqi4PP5aDQauK6D6wosy8R1XXp6+vD7/Xg8tw7cvtr5+evavLBK5ryBoVy/3hOV8/xF/hOS3jgBzcfR6AwX6gtMBIfZ6uTJGkk2Ozls16FkVckaKXyKcc0yok6Q6p/kMH/dxPB1u1Krtzh2Az0D/M6v/RUC/gDtTrubMiVAVRV8hg/HcehN96BrOplkhqnR7nyQUCDEq8+8jN9388Hs/T52d+7G38VYLM7bb38f13WwbWuvehpAKBSh3W5RKOQIhcJsbq4xNNT97oRCEVKpzA3TXKA7x8V1v0zTud33bXpmH7P7ZzA7Jq12G0XpBkiBQADDMGg0GhQLRYLBIGtraxiGl6npffh9PlRN3btZcMM9f4SfTt6I6976/ATQVZ3vH30HBbBdh1qrjt/ro2OZxIJRTLtDsV7G7/VRrJcZSg3g9/rZPzBNTzTDWGYETb11nxiF+3eu7mS33VI6meaYcRRN06nVa93O5oqCR/eAEJw4f4pkPMHIwDDtTpu+bB9ej5e3XnqTUODWjQkVRfkyP/QxJgMNSZKke6CqKh6vh7/48U/Y3twimU4xc/Ag50+f5tBTx2g2GqyvrALw6QcfUioWCQQDfP8377BqkqIwPj7O0f0HHvCePDo8Hg+qqvLBBz/n3LnT9PT00dvbT6fTJhgM0W63UBSVfH6bSqUCCBzH4Xd+53e/VqrEvXDaNrpQb5hirSs6+0KjHI7O4AqXAX+WoUAfjnAJaD78mo99oVHqdhOfaqAq6nUDW0VRUE1wHeeOtsej6yTjSVY31/iz9/4cVVUJBcM8deAoP/qLP+WFY88zv7xAIpbAtDps5rZYXF1ianSSl5564X4dlm9E9+mWRrFY4S/+4k/pdNpEIjEOHXqKd9/9E5599mUuXjzDzMwharUqly9fwLJMxsf3MTAwfN8G8Lvn3NraGu/+9GcEgn5CwRCHjhzi+KfHOXzkEBcvXOK5559la2ubUydPk81meebZp0mlU/dlGx4niqJg6F7aZpu/OPceq8UN0pEU032TfDT3GbP9+1jIXSEVSrCQuwIIVEUl5AsynBx4JFPIFEXB6/Hyk1/8OWtba2SSGWYnZ7iw8/Sw2WoytzTPucvnu3PNGjUS0QS/+cs/fKwCya9DBhqSJEn3yHEctjY2SKbTZHt7CQSDPP/qK4TCYYq5PIbPwB8IdPtUFOP4dvLDd++4fVsuNHdre3sLn8/PwMAQPp+PqalpNE1jY2Md0+wQDAZpNBo4jr2XX38nd6C/CYvNVXRFJ2ukyHUKaIpGzixSsxskPTEUBYJagMXmKlOhET4pnaLhtHghcZSskfza62+32xQrJY7MHkZTNWKRGG+88DqhQJBELIHj2IwOjpIr5pkYHiebyjy256NlmeTz24yP7yMYDBEMhnnppTcJhyPE40kURaGvbxC/P4Bt20QiUeDOnlbcjXq9QaNeZ2Z2GsdxSKdTvPLaK3i9XnLbOTqdDgcPHSQej5FKpfD5fY/tMb8fXCHYqGwTC0bpi2UJev08P/k0QSNAtVUjYPgZTQ9hOzaaqqGp3YD+UfmOf5Xjumxsb5CIJujN9hIMBHnp6RcJBUKUKiVCgSBTY1O4roOiqGiquncdeBT3536TgYYkSdJdarVaNOt1LMvmxddeI55M7lQF2qJ3oJ9GrcbsoYPktrdJplKc+vwLzE4HRVH4+L33CQQDHDx69GHvxiOnXq/R6bQ5ePAwwWAIr7ebh7+6ukJvbx/xeIJQKEyhkGNgYIjPP/+UaDTG++//nMHB4RtOBv+mFcwyF+uLVK06E8EhilYFVwgcHFZaGwS1ABkjhaF6sYWDADRFvWVVmzvhui75Uh7DMPjVN3+FcCiMoiisba4RCUfomCaHZ7p3WH1eH5VahWAyzXZ+m7kr87z94pt7E88fdd1O6DkA3nrre4TDUVRVpVQq4PV68Xg8TE3tx3FsQEFVVZaW5vbSrCYnZ26ZtnSnXNcln8sTj8f41R/8KqFgEEVRWL6yQiQaRtc1Dh4+SLPZxDB8hMNhNjY22draRrgux55+ikDg0Z9/cT9VWzU6tslLk88SDUTQVR3Lsdiu5OiJZRlI9BL0BfdSqE6vnCPkC/LF0mmSoTgj6aGHvQvXqNQqmKbJq8+9QjQcRdd1LMtkO7+NllEZ6h8iGAgSLJfweDycvXSOdDLFn73/U/ZPztDf0/+wd+GBezx+VSRJkh4hK4tLvP8XPyO/vU3/0BAIgWmaNBsNTNMkFo/zxi+9w8njx3n1rbewbZtSsUgwFCYcCfPhz37BzMGD33i6z6Pu3LkznD59gq2tTUZGxuh02gDUalUcxyEWi/Pmm+9w8uTnPPvsCzR2JjTXalWWl5ceSqDhChdXCGp2HUP1ciiyj4ORKVzhoqAw31im4bSYDo3hVT0UrDIZbwINlYDm47n4Idbb2yS9Mdbb21SsOiWrwmRw+K62o2N2+K8/+SPK1TI+w0cilmArv4XX46XebBANR5idmMFxHbLJDIbX4Gcf/Zxao85Q/xCtTpuwHnpAR+n+chyHn/70R5TLRVzXJZvtZWtrE5+vOy8iGAzR3z9EMplCUVSSyTSVSplOp8Pa2hX6+gbuS6DR6XT4w//63yiXyhg+H8lkgs3NLbxeL41Gg2g0wszMNK4QpNNpfD6DtdU1TNNkYHDgtnMankQnl89yYf0y29U8o+khmmYTVVGptuoI4RILRnlj5mVOrZzj0OAsq8V1+uO92K5N02w9coHG52dOcHHhIlv5bcaGRmk0G6iqRq1ewxUuiWicN154ndMXz3DswFHWtzf47NRxRgZHyBXzMtCQJEn6NtqbTCgEnU4H4yuVivoGB3ju5ZdwXQeP10s8kWBxbp7hsTEc26bdbtM70E+mJ4vZMYkl4gyNjhBPJLAsi56+XmzLolGvEwqHsS2LaqXarabj8yFcl1jim6vw8026eqJmu93Cd9Uk5P37DzE0NEK1WiEWi2FZFuvrq/T2DuA4NoFAkEAgyBtvfAfTNNm//xA+n492u00ikaRer9Fut0kmUxSLhZ27ixbh8IOp2iIEnKpdZK29zWJzlT4jjSlsInqQlDdO2zVxhUvb7bDe3mYo0MtiY5VeI8OV1jrD/j7qTpPl1gZD/l5s4dB224Bgu1MgyvWpVHs9VGwLVVH3JkEbXoNf/86v7gUaPsPH/JUFxofHqNaqKKpCPBIjHAzTaDXpmB3+6q/9FZrtFo1mo5ueQrd6lWXb2LaNZVvomn7DyjjflKvPl06njWH40DSNt9763l5hgGazztraMlNT+2m1GgQC3YAplcrQ6bS5cmWB/fsP4/P5ae6UH3UcB1VVabdbtFpNdN2Dpt28Z43rutdVizMMg3e++w61ag1/wI+uaWxtbdHX14fjunvrGBoaxLIsSqUSzz73DLVanUgkTK1ep1qr4jN8hCNh6vVu4NxqtggEAw/4yD4Yu8fLdmxQFPSvTN6ezI4ymOjDFS5+rx/TNlkurDGU7EfXPHg1nYAR4NXpFxACXpt+kUQoTq1dJ2gEqLcbAASNAKZj0bE6AJi2SdC49eTqr7tP7U4Hw/B+WYYaePrgMXozPbTaLUYGhilXy5SrFRKxOEF/kI5pkojF6UlnabSa/PJrv4SqKlTrNTy6h3anjeE1aLaa2I6N47h0zDaG14fH82QM0Z+MvZAkSbqP8ts5cltbLFyeo9NpMzoxQTGf58CRw3z+8Sfs2z/Lqc+/oH9wAEVRGJ+a4sSnxzl1/HO2NzfxGga9/X2cOXGSC2fOEggGCUcjvP29X6aZy7O5vsHlCxdJptP09PVRKZVYvbKMx+tha2OTdqvFX/7f/g8P+zA8EJVKmY2NdRYX5yiXS0xPz5LP5zh48CifffYxhw8fZW7uEpZl8v3v/5CPP/6ACxfOMTo6zosvvspPf/pj2u0W+XyO8fFJXnrpNU6fPsGVK4vYtoWiKLz11nd5//2f7fRS2OStt34Jj+f+TyRVFOjzZQjrQbJGEq/iQVM1/KrBgD+LKwSfV86S8sYxNC+GajDk76NmNxgJ9NFyOiS9Mfp9WdquScNuEtaDRPUwHff63hwCwcLKIlu5LRZXlsikMng9Xjy6h2AgSL1Z76YHdTr4DB8Tw+O4rsuHX3zE+NAYuqaTLxU4fvpzwsEw33vju3xx7iT1Rp1Li5d555W3OXv5PMJ1uTB/EcMwUBSF7772S/f92N2pYjFPLrfJ4uIczWaTsbFJisU8Bw4c5fjxj5iZOcinn37A0NAoqVSajz66QL1eJZ3uIRSK8Md//AcMD48Si40QDkc5ffoLbNvmyJGnsW2b999/F8exyWR6efHF165b//r6BrntHJcuXUJTNQYG+ymXKszun+HkyVMMDQ9Rr9XZ2tpC0zRefuUlPv7oE6LRKKdPnyYYDJLJpLl44SLraxsIIfD5fczMTrO+ts7JE6fodDr84Dd+nT/90Y/x+X2sr23wxpuvoWuP2RNPAVfyK2xX8yzkrpAMxgkY3RsJiWCcfL2Iqqi0zDZCuPi8Pp4ePcJHc5+xXtpgIjvGoaH9/PnZn9MTTfPFlTMcGJimL97DLy5+iKpohH1BVEXl2Mgh/uiLH2M7FhF/hHKzwoGBmfs+yd62beZXF1jeWGF9a53JkQkarSYDPf1s5rboSWc5P3eBdqfN1OgkpmVx8vxpDK+XH7zza6xsrLGwsohH12l32rz01IucvHCKrdw2AkGlWuGv/OpvkS8VmL+yQKPZoFwtE41EeeOF68/Hx5EMNCRJkr7CMAyajcbOE4cQm+vrmDtPNvYfPgwIevp6CYSCJJIpapUqfYP95HN5kukUgWCQUqFILJGgf2gIj9dDKp2mkMuhezxMzc6wtrLC9sYmoXCIRCpJrVolkUqh6Tpb6xs8/kUNb8zn81Ov12g0GgQCQdbX1+h0OqiqysGD3bvOrut0y0XWqgwODtFsNoFun5PBwWGKxQLRnZ4PjUadQiHP4OAwpmlSLOapVisMDY1Qq1VxXfeB7k/GSJL5yiRu07W4VF+k7ZokvTFUNFzhUrVqNJwmmqJyqbHEoL+XpcoFXkwcRUEh6e3uk7Mzd2OTyjXLVVAwLat759N1abaaNJoNwsEwU2OTWLbFpYXLDPUNdtN3mg0yqQx9mV4K5SLRcJRoJEpPuodkPEGumKcnlaXi86OpKsVyid50lmKlRE+mB8uycO6w6tWDYhg+Go06jUYdvz/I1tY6nU4Hr9fL/v2H0TSNTKYHIVyazSZ+fwDT7OzM92nt9F2JdKt4qSqTkzOsrl6h2Wyi6xrRaGznacaNh0O6ptFqdntfxGMxtja3sCybcCTMgYMHqNfqlIolDF+350W1WqN/oJ+tzS0SiUS30lC1Rk9PD47j0m63yWQzVCtVDMPg8JFDXLhwkXq9ztDwIJVKlUDA/3h+/5Vu2VrLsbEdm7bdoW138HkMZvqmiAWjLG5fYSDRS9Ns0eg0cVyHweQA9XYdy7FRFYX+eC/b1RzjmREsx8Z1XQbifRQbZSrNKn6vn4bZJGh0u6aHjAAgdv53f+maTr3VwLZtPLqH7UIOx3Ewk2mmRifx+/0sLC+SjCfZym8jhCCdSHVLdDfq9GayNFsRytUyhXKRSq1CX6YXw2Owmdsi4A+QK+TJFwu4rovX42Gwd4BKvXrf9+VhkZ3BJUmSdrRaLc6uXqF/dOSmr9nt0N1ptYnEorRaLVaWlujp69srv+g1DGrVKqFwmI3VVTI9PVw6d57hsTHiX2l65rrudWUb89s54skEubnFJ6a8reM4nDhxgdHR6Zu+RlEUbNsmn9+m0WgQiUTw+4MI4aIo6k7Vlm5ztXK5SKPRwO/3MzQ0sreMr1bzqdWqeDwecrkNpqYG7lvzs8XP57D+/gIRrk/X2O4U+LR8moJZxhEuXtWDrmi8nHiK1fYmWSPFpfoSSW+Mml3n1eQzqF/p7SCEYHmwxJF/8Q6GYbC+soa25RKPxG66TYqikC8VACiWi2SSmb3j4Dd8FCslIqEwJ8+fZmp0gosLl3jm0NN7k8C/WgXHcR1KlRLBQIi8p8L49MTXPWx3rNPp8MUXi/T3j9/ydeVykfn5S0xOzuz0nugGs+VyiVgswdraMslkmgsXTnPgwNG9VL2rv3eO41CplPD5fHg8VcbGhmk2m6xsXGFk9OZzZRRFoV6vI1yB4zpsbm7R29tDt+axwO/3Uy5XCIWCnDl9lrGxUebm5jj21DE0Tdtb/3XnbLWG7tHZ2thmqH/ksWjYt7qwgvhRiag3fNPXKIpCsV4m5Asg6D79SATj+Dxf9omxXQdN1Vgvb+LRdBrtJrFgjP54z95yXOFe931pmi1c4VKnRfqvThBPxr/2Pp374iyjgYGb9u7Y7S+zXcgRDUdYWr1COpHG6/UihIumat30Q93D6sYqXo+XWqNGKp6iL9t70/1xhUuhWMDv91MLtRkeH/na+/IwyScakiRJOxRFQezcAb9V2UGfz4fP1y1R+en7H7CxtkZ+O0ck1q1+c/SZp1m4PM+hY0e7E0UNH7ntbSKxKInUtXe/d3Psr5bOZnAc52vWIXr03ElJT13X2dhYZ27uEltbGwQCQTweDz09fQQCQXRdp1ar0Ol0CIXCBAIBhodH997/1WVHIlGEEDcM6L6O3pkBvnjqEupnLTzi2s8w4gnzcvKpbvOwq/7ep3pJGXEEgoQ32u2fgcAS9rU3YxWoelsEf9C3Nz9CUVVcYd+2HGbQH+An7/05m7ktqvUq0XB3/7/z8lu8f/xDXnnmRXLFHJqqki8VababRMPdsq9fXbau6aQTaRqtBor6zZ6NVzcJvNk+27bN8eMfsbW1wccf/2LvKddLL73BF198wrPPvsyPf/yHvPzymxSLBWq1Cn5/d+7D1d87XddJJtPUahXUnf3s/hbc/nwNhUK0Wi3e/fFfsLmxRa1a3evk/PZ33uL99z/kV37ll7Ftm62tbXLbeZrNFrFY9Jp9vVokGumes8J9bMqfqqqKdQfbmwjFAPhk/nMWc8tsVrYJ+YJ4VJ2h1ABCCKKBCM1O9ylmxzbp2CYDiS8H5ppy/W9m0Oh+rtV2Y+8z/Lp2z8Fb7ZOiKGRTGT78/CMWVpbY3N4kHAqjazpjQ6NYtkUylqBWr6GoareTuG3T3/NlR/iv7o+maGRSGSr16jf+vXsQ5BMNSZKkHa7rcvzMadJjw9dNAL+ZQi5Hp2NimR103QMKRKJRQuFuedFmo4HjONSrNVKZNJ47nFi7tbpG2uunv6/v9i9+DAghOHPmAtFoL6HQze96QrfMbblcwnHs7jGl2xwtnc4CYJodarUajuMQCARuO9m73W6xsbHAsWMH79vATQhBu9Vm7eQSVs3kvqZtKAqRwTi9U182KWu1Wlz66BxTvRN7E7dvtl1rW+tAdyC+22G6J92DR9cRQrC+vUHQH6TRatCf7bvlMRFCML+xSP+REaJXDY4fNCEEn312mlhs5JqCAV+1tbWB6zpYlomqaiiKQjKZxjC6399KpYyiQKPRoKenF/Umd6dd12V19TKHD48SCgVxXZdTZ04yNjly2wpVQgjW19YRCGzLRlG7xYp7envweDzdPP/5BVKpJO12h/7+Wx9z6PZDWZpb5uCBQ49ko7qvajVbnPt3nzLu9l/3tOFGqq0a1VYN2+mmJAnA0L2kwgkUFEqNMrbr4LgOYV9oL5C4Fcu1WQxvceQvP39fSjVvb25RnSsylB287WvL1Qq1Rg3LtvDoHhS6aX+pnX4uxXIRx3W6/VzCEYL+W09cd4XL3PoCI09PEAo9HtXgbkYGGpIkfevt3vHO5/NUq1WalknHse95edVqlWAweMOnFXe2QZCJxxkeGHxs7mjeCcuymJtbpNns3PQ1tu1QrVZI3GHVrUqlgs/nu+Vg0OvVmZwcxXeHweOjSAhBuVRm9dIVhN29bBeLRbxe7x0NRBzXoV6vE43cZbCgQc9oH+ls5hs/FzudDhcuLNBqWQDk83lCodAdfY6lUol4/M7TZ1QVxsb6SSYTe3ey2+02C4vz2K59108Xy+UykUj0ju6uV6pVhOsSjcV2kq7Ao3kYGx1/bM5ZIQTlfIkrH88hGrf+7bRtm2q1esff8XKlgt/vx7jVTRoFtKiXsRemCYaD9+VcFUKwvrJGYTV3T/cRGo0mHl2/plLZzTiOy9bmJplsFl3XQFPoGx8gmUo+9tcAGWhIkvStJYSg1WqxsbFBq9UimUySTqfvPUDYMT8/T39//9ceJDzuF5gbudUlRwjBxYsX6evrIxK5s5K07Xabubk5Zmdnb3nn90k4lnulQ22bxcVFdF1neHj4ju54d++qz7Nv3757WvfDOn67pWgXFhbwer0MDQ3d0bacPXuW/fv33/X6vrrsex0inTt3jpmZmTvaVsdxWFxcRFVVhoeH935/Hsdz9nbHa/c73t/fTzh86yebu1qtFvPz87f9jsP9P2ZfZ4i8trZGMBgkFovd0evL5TIrKyv09vaSSqUey8//RuQcDUmSvlV2n14UCgXy+Ty6rtPb20soFLrvP+xPyoXifrrZMRFCsLKyQiwWIxKJ3PGx8/l89Pf3Mz8/z+Tk5BN/zEulEqurqwwPD9/VcdI0ba+C1ONyjIQQNBoNFhYWGBwcJBaL3dG2CyH29vfrptDcy7ESQuzl9t/J+3VdZ2JiglKpxLlz5xgZGbnjQfij5nZpeLvf8fBOaumd8Pv9DAwMMDc3x9TU1Dd6/t6Pdd3pMuLxOJFIhJWVFXK5HGNjY3slph9nMtCQJOlbYTcVYmNjg2azSTweZ3JyEl3XH/sf8sedEIJCoYBlWXd8x3qXoijE43EajQZra2v09/c/cZ/n7l39paUlAGZnZ+96AH315OrHgRCC9fV1KpUK09PTeDyeO/5cFUXZmxtxP3L179btJhDfyO55HA6HWVhYoFgsMjQ09FjMz7gTQghKpRKmad7TdzwWi3Urga2sMDj4ZKWUXk3TNIaHh/ee4kQiEfr7+x/r8+Dx3XJJkqRb2L2ruDv34vz58ywvL5NKpdi/fz/9/f13NXi5U67rcuXKFYrF4n1d7pPKcRw2NzfZ3NxkbGzsnj4PRVEYGBig0WiwurqKZVkPYEsfDiEElUqFc+fOkUwmGR8fv6fB826gUi6X7/9G3kdCCCzL4sKFCwghmJmZwev13vV54fV66XRuPhfoQdoNcO4l2PB4PExNTREMBjl79iyNRreHw+MUJN5Iu91mbW3ta33H+/r66HQ6rKysYJrXN7R8lAghWF1dZXt7+64/O0VRCAQCzM7O4vF4OHv2LNVq9bE9B2SgIUnSE8dxHP74j/+Yjz/+mHPnztFut5mcnGRqauqu0k3uhRCCf/Nv/g1nz559YOt4kiwtLfHX/tpfIxaLfa27doqi0NPTw9/8m3+Tzz777LG9KO+6em5CLpdjdnb2jlOHbsSyLP7Fv/gXLC8v3+ctvT92bwxUq1XOnz/PwMDAPT+d2k2dKpVK3/h5sLsPu/99LxRFIZVKMTU1xRdffMHf/bt/l0ajcT838xsjhMA0Tebm5picnPxa898URaG/v5+/+3f/Lu++++4j/x3/j//xP/LBBx/c8/sVRSGbzTI9Pc3m5ibz8/NYlrX3XXlcyMngkiTdF0IImq0WSyvLmPa9V2z6ujyaRrVY4l//63/Nb//2b/P2228Dd59ra1kWywtXaDdad70Nx48fZ2JykugdTmjepSgKqd70Q6nwczeEEN00hotXsNtf7+nB6TOnqVaqPP/C89c0xlJ1ld7xAWKJLwfXjuOwsrJKtdrgRmVghBCcPn2aWq3OSy+9+LW262qhUIChoaFuNZhvgGVZ/P7v/z5TU1OMj48Tj8evOR9c12XtyhrVXIm7uYJ//PHHHDhwgGDw1qU1v0pRFZJ9KbJ9PQ/kvNxNk/rRj37EK6+8wvj4OJqm3fO6hBD823/7b/n888/5p//0n36jaSdCCP75P//nbG1t8Y/+0T+6631wHIeV1RXqjRoAW1tb/P7v/z6vv/4GBw8+2OadAX+QocGh+5puVq1W+dt/+2/z9/7e37vt/AohBM1Gk+VTC1j1Gz+x2J1Mvr6xzptvvHnftlNRFRKjafpGB/Z6VwghyG/nyG3k7mlgf/7cOeKJOD09vbd/8VeomkrfUD+RaGQv7bFSqbC8vMzFixd5++23v9aNh2+SDDQkSbovTNPk+Lmz9E6M7jUZ+yoBvP8XPyOZStHT14fX8CKEwL7qLo3H68V1XTrtDp12m1AkjM/n4+zJUwyOjHDx7Dleev3Vm94ZsyyL1cvzHNs3g8/nu+c7omeOn6Iv2EPoBoMy27L50bt/yv59s6QSSTRVw3Vd1rc2qFQrHN5/iGaric/wcfLsKUzLJBQM4dE92I5NPBpj5Kpu1nvrdQUrW6tEhuJke3uu+/dHhdkxOfvuF4wFB/Ho3c96bnmOudVFelM9jA+MsJHfIh6OoakqVzZXGOoZ7JZYbTbIJtK4QpAr5Wm2m3upJh7dw9TwJACu67BQWmb45SmisW7TuQsXLmMYUWKxL8tiKgoIARsb6+i6TrPZIJFIAYJyubRT+tZPPr9NJBLF7/eztLTA2NgklmXSajVRFJUrVxYZGBikr6//usF7tVqhXs+xf//0deeT67oUinla7bsPSG9IwCeffsI/+6f/lP/p936P6X3TpJLpvfQhIQSLFxfQt1zS0RRfrbu6uHqF1c1VBnsGuqk4uod4NLaXRthoNanUq9i2RbFSwmf4aHfa9KZ72C7mGO0foWenX8neJgnBenGDwESM3sG+L8u/dtqs5Zew3a8XbApX8K/+1b9iY2OD/+n/+nuM9e/DZ3z53d0NbIvFMq57Z0OWlZVlPvvsM374w9+4q23RdZV0OnVNWqUQgkatTnm7tNfE71be/+B9vF4vzzz9zC1f5/F5SfWlr+nMfvHSRcLxAPHEzUvzrqyssrG+wdRU9wmBZds4ts3KygoKCtOzM+i6Rq1WR7guV64sE4mEabXaHDx082ClWqlS2C4zOz27t++2ZZNb2cJq3luq0tlzZ/mjP/oj/tbf/FvXTnBXIJyJEkt9GUSbnQ6n/sMnDLeyeDTPLZYq+PMzP2c0M0wmksIVLgGvn1q7juExmNtcJF8tkAjFSUeSXNqY55nxo4R8tyoDLdjuFPC+lmR4ZhRFUdje2qa8XGC4Z/CGjfNs2+aj4x/j0T2Mj4yTL+TpyfYQDoaoVCtEIhHOX7pAd/cUTNPEdV28Xg+jQ6OcOnea5449i+65PrBzHIe51QVGD04QCne3WwjB5vomf+N/+Os89dRT/PW//r+/b4GG5tVID2Tw3EOa4u3IyeCSJN0XhWKRaE8an//mzbWEEJidDvOXLvOj//Jfd4INA9u2EAJ0j45wXTbX1+np62dkfIzm5SZPP/ccruvSbjWp12qYlkXwJsGMoWkk+3vJF4sM9vff0760Wi0Mx0MkdOPKKJawWF5bZn1zHU3TqNW7dx/jsTiZZJpmq8nxU5/z/LHnsB2HK6vL9Pf0EY/FaXfa5IoFxkfGr1+xCkM9g1xeXyDTk31k71YVcwUyWgKf98vyvaVaBdu2OHHhJOcXL7Ce22Ag00/HMml3Wpy4eApQ6ElmyJcLZBJpTMtkZWsNj64TDUWo1KtMj3TvemqqylCkn+3lTaKxKK7r0mya9PbeuOyjYRh8/PEHXL58gWy2l0gkSqNRp9ls7swDWd8LNEKhMEIIdN2z87oqnU6HQqHAwMDQdcuOxeKUSjls28bj+XIA5Loup86fgFAHf+D6Ph6u61KvNQgGAzSbLQLBACColKvYlk2nY1KtVDEMA03TGBzpR9d1Zl4Y5v/x0j9DVVUqziZXzs9xeOoZgoFu0FvbKDOdnLhhKdZWu8nyxgrn5y+wvr1BKp5kqHeQ3kwvqViST09/RiKWIOAPYFrdwePKxiqKomDZNvlygf7s9U0iB5L9XFpZpHew+2/VeoV/c+ofshX/AlT3+n23BWbLRTdUhCtQdQVVVaisdgikPNS3TSJ9Brq32z3d87+xGdN1/j+d/yPZ40f464f+b0TD8e5d5XyBSxc3icVu/p1wHIdms47h8+PYNpHwKG++McbFC2vEYglWVpdIp7I4jo1pmQwOjNx0OUuL5zh6bIpAIIAQgq3lTTb+8DJJK4JyVWQnhKDeaeDzGLSsNiEjiCtcDnaGKLcqbF++TL3dQFU1hBD0xbIY+pfnSQOLtaFFDv36M3g8HlzXxbTbJFO3nuyc29rGNE3+5Ed/2m0aubZO/0A/hXwev9/Pdi7H7OwMKyur7D8wS7lU7qaSFUuoqnrTZcfiMfK5blEGr9eLZVp88b/+gtB7Nh7n2uGiQNCwm3hVLx2nQ1AP4OJiuhb5dom4N0LZqhFE4wfui4h/sk5HvfY3OxdqE/tbY4w9uw9FUShsFkjVwvj8t26Q6AqXSrPKxfU5/tvxP0VR4FePfZfN8jbHRg+Sq+Zpdlr4vAYdO0zb6lBt1YgGbv2EuceXZu7cBsMzo93tW99msnf0pje1Ok6HdrvN8Yuf8/4nH+C6Lq7r8hvf/yFXVpYZHxnjz3/xU44dPEo2nWErtwV0K5GFQmHK1TKmZd6wB5CmagxnB9ne2CIUDiGEYGN+jY3/93n+2cH/C07Lwf2/b+71XXGEQ8Ns4tMNHOHgUT1oispqbYOkP47l2jjCxXEdLNemL5S95h6FqTh8MXyJg3/jBQKh2zdHvBsy0JAk6b5wHAfNuP1PyszBg/gDfp57+UV03YOqKjTqDfzBAJqq4gpBMV/A5/fRabdxHRdVU0ml08TiCZ57+UX8twhmAFRNw3XvPX3LdV009eapG16vl+9/51cI+gPouo5pWSgotNpN4rE4PsPH6NAopmUSj8VIJZ5GVVWCgSABvx/De/MLqaqqd3TX9GFyHAdNufbie3BiP8emD1NvNrAdm47Z2en4K4iGIjRaTSy7++SqbXbQNZ14JEYkGMaje9B1HV279vzRVBXX6Q5ihRB7nZ9vJJlM8cILL3P06FM7d4gVTLOD19sNZEFB0zTa7RZer5fGTsf2WCxOLBYjlUoTCNz4AtstU6riutcOqKvVCq6vSU/v9aluruvy3rsfcuLTU/QO9JDpSWMYBq7r4vHomKbF8NgQue0cG2tbNOoNhscGicSuL2vqD/hYWllg/76D3YpG4uZlU4f7hknFkrhCYNkWXo8XXdPpWB1CgRC/9tavUqlV8OgetgpbqKrGYM8AwUAQVVEJ3uIYcNXuf7z4E7b7P0X3Xr8dnZrNpXdL1LdNgikvfUeCbJ5u0H8sTHmrRcfSaeQsPBFBfKQbrHrQ2BkysR34jI8X/4x3Dv0WAAsL6wwOTt80BareqPHTn/6IjY010pksBw8c4/z50xw+/DSbWxuAQsAf5Pz50xiGQTyeJBSK3HR53adeq8zOTgGw9v4C40o/qnFtkPHZ0gnem/uEdChB1B9hJDXEcnGVgXgvuVqBqD/CcnGNUqOMK1y+f/gdMsHUNcvQlitsLq0zODmM63Z/6253g+HAwQPkcjkmpyZxbBvTNInGonTanb30wkAw2A1wG00GBrs9K0bHRm65XEVRur8/O4/01i+uEP25IEb0uidnJ0sXeC/3GXFPhJAnwHRknIvVBcbDw2w2t8nGkzRaDcpWjaQRo91ukw5e+5QmXA9w5d8vMHR0HI/Xg+s4qHcwdVhB4buH38IVLs+OH6NjdYgEwvg8BqqqcXh4P6ZtUW3V0FSNoyMHSUeSt10uAPaXv73CvXX1MJ/h48DMAY4cOEx7p/CArmkEAkG8uofB/kH+yq//FoFAkHwhz8ToOLqm4/V6CfiDhIMhQsGbP2XRNA3H7JakFkKw9ieXGWtlUTwKXPXAp242+Mn8+6zXt8gGkxzOzHI2f4mj2f1sVrYxTYtTW+cZiQ1iOibVTo2pfSPXpKoC+K+0Wf58nulXD97ZsbpDMtCQJOkboygK/YMDAGxvbvHBz36G7vEQCASZmp3hzIkTzB48yOULF3jquWe5dO489Xqd1eVlevr6iCfvrJPsg6aqKmND3bte80sLfHLiUyKhyM4gTWFxeZHebC+fnTzOkQNHOHvhLB2zw9uvvnXLIONxFvR3B6jxiIeTl05zduE8mXiaWDjKVnEb13Wx7W4A0jLb5Ir5nSDN5Aev/yrhW1xw74SqqiST3UFcqVTk/fd/juu6hEIhpqf3c/Lk5xw5cowzZ04xPj7JiRPH6esbIJFIkslkuZe2BR2zg9d/41QDRVFoNloMDA+w//A0mqoyMNzfLfNZrNCoNdBUlYNH9rO5sYVt2nuphF9dnserY9m3nwysKAqRUJhIKMz69jqfnTmO4TUI+AJMj+3jo5OfMDO2j9OXzvDswafZym/TsToIIehN93Bs9ugd73vNKqDebAShKJgNh+z+IMGUB3/Cw+Q7CXRDwWo5eEMamq4SzHhuuL+qDlUrv/dn1731HCtVUag36szOHiKd6SGZTPH227+CYRiYZodgMISm6SSTaTY21lA19ZpeF1/l8Xip73S3FkKgtATqDV7XtjqkQgmODR/CcV2msuOMpofoWB10VSdoBAkaASzHRlVUQkbwmnUqioJPNag37q46lj/gx+Px8P57H2AYBoFAgOmZfZw6eZrZ/TMU8gUmJsbZWN/k3NnzjI2P4TUMBuIDd7Ues9rGcPUblg2yXIuoJ8yRxCyOcBgO9tPnz+IIByEERbOCX/PR68/QdFpEveHrjreiKGj1bgqSx3urVKnrLedXOb1ynmQ4QcQfotau0+g0ydXyVJt1QLBW2iTkC9I22/zKsXfw6rfu0H23T5BVVaW/p4+O2eH9Tz5gK7dNMp5kbHiUxeVFNF3n3MVzDPQNUKlW2M7nqNWrBAMhfv2Xf43IXfzoCCFQ6u6Nf2tQqFsNDqSnyAbTJANx3hl7DUPz0nEs/LqP5/qPEDUiWK5Ny27vpT9evTyP4sGq3v9KbbLqlCRJD0WpWGDh8hzCFTQbdQyfwdjEBIFgAJ/fT6fTYXB4GE1Vabda191NflRsbG2wtLyEqqrUGnWikQgjgyOEgiEMr0Gn02FybJJwKPzIP6m4H4QQLG0ss7a9jqIotDotsoksPcksQX8QTdOJBMP0pLLEIzEyiTT3O0OsWq1w+fLFnTkYrZ2GaFMEAkH8fj9CCDKZLMlkklQqfX9Xzm4u9RYT+8Y4/NQBPB4PHq+HK4srXDw3h+s4+AI+fAEflXKVsclRarUGH/78Yxr15n3ZhlyxwNzyAgD1Zh2/z8/E4BhBf7A7L8PsMDUyyWDPALFwjEjw7goX3IgQgspah1bRYvCZMLEBA29Qo75lUlpsUd+yMCI6Hr+GEdFAwPoX9TuaaHujAZYQgu3tTYrFAseOPcfg4AjBQIhSucSly+fY2trA7w/spMfVCAbDVKtlCvltfvrTHzE/f+me9zVfL9Iby/Ls6FG8upeQL8hycZWzaxdpdJoEjADJUBxVUdnXM0GlVeXdC+9Ta9+f6lH5fJ75uXkEgnq9jj/gZ2JynGCwe463Ox2mZ/YxODSI3+9ncPDugoybEUKw3S6QMGI8mzyET/US0UMsN9a5WF2gatUJeYL0+tP4NIOwJ8hGK8el6iJt5/4NYlcKa6wW1lAVhWanRSqSpC/eQ9AIomvdIC8ZiqOr3Seljuvct3V/lWmaXJy/TLFcxHFsXOEyOjRKJBwh4A+AECTjCYb6B+nN9hKNRG4YuN4LV7hsNws823eE0dggft1H3WxyubjAYnmFkDdAyBsg6AmiqRoeVafcrvDB6vEbL/ABXKLkEw1Jkr5RZqf7eD+eTPL93/wNevr6cBybcqlE39AgwnV56bXXaDWbJJIparUarWaTVDrNhTNn0XSNiX37Hur8hd3mfwLB0MAQv9P/V0klkrRaLVrtNr3ZHoQQpJ5+Hsuy8Pv8NFtNzlw8S71R59ihY0RCj2fn31vppkW12T82w4uHniPg83fv7LdbOA6MDYzsDSodx6XRbrC2vc7puXM8d+Dpr10dyLJMLMsmFArzve/9Gv39gwjhks/nGBgYxHUFr776BvV6g337ZlhaWuDMmVOk02mEgL6+e5vTcyPnTl1geWmVSqnK2OQIhVwR3aPTarZQVJVoLMJzLz/N1kY3335pfomjzxwm+DXzo13h0mq3yCRT/NZ3f4NsMgNAoVQkm8rg0T28+vQrtDstDK+PZruJ4fVSbzU4fvZzDk8fui6F7W5snKxT2zSxmi7xYR+1LXPnSYaL5lHwxzz0HA7SKtq0yzbFhTZ9R+/9adblufPMzV2gWCwwPjZJpVJGUVVarSZCuEQiMV5+6U02N9dJJtNYlontOLRbTdrtew/qFnNXOLV6jly9wERmlEan2Z20brawXZuYP8KbM6+yVt5kLD2MK1x8HoNau0bEf+/7uzsxPp1O85f+yl8im8mAolApl0kkkwQCfl557WUsy9qp3KVSrVZ47xfvoyoqzzz39F1XHfuqy7UlLlWXKHbKjIeHqFi1buqo00YIQcQb4tXMs2y0c2R8Sep2k/OVeUaCA/h13+1XcAuO69C2Okz2jnFk5CBhXxAB5Kp5stE08WCM0fQQjU6TA94Zvlg8harEubB2Gb/Xx4HBmft67djt1fLq8y/T39O31yiyVCljeLwcO3QMj0entXOzbDel9PT5MyRicQb7B7/W+m3X4YPVzyi1Kxial3QgyUp1naAnQMNqEjFCDEcHiBhhgp4AS+UVWnabmC+Ci0D7ak7cAyADDUmSvlGfffQxS3PzbG1u0tvfh2maaJpGpVxGQSEaj/HCa6/y+Uef8J3vf49mo0F+e5vzp8/g9XoJhcOMT06ifI167PfDj376J+RLRcqVEr3ZXqq1Krqu02g28Hq8pFNp9o1Psbq+updGNTM5zXYhR7FUfGIDjT/6xZ9QrpaptxpkExnK9QoeTafRbuLzGvQkexjs6adYLXF032HmVxbx7KRQ+YyvNwg5e/Y0p059webmJr29fbju+ygKlMtlXNclGo3x5pvf4f33f87LL7/GH/7hH9Db28/GxhozM/vp7e275ypl0L2z6ToCn9/gxdee47mXn8F1XVrNFuVihUAoQCqdoFQoUyyUSKYSDAz1Ua/WeeXNF+npy1Kv1XFdQSgcZHHuCh6PzsDwnQdAtXqN//in/5lKvUrAHyDoC1Br1LAdh47VIRqK8PSBp7iydoXZiRmEEKxsrrGysUI4GGZ2YvauAo3dfe/UHIywxtjrMXB35tToChunGhghjfioD9cWOKbAH9fx+E1CGS/RQYN22cYX06ltmAgBkd7rU1yufupRq1UIh6MAPHXsBQ4fegrbdsjlNqnXq/T0DOA43SZ3AkF//xCJRIqt7Q1GRibIZHpYWb1COByl3W5hGD6q1TKNRh0huGE50qvXX23VODy4n9m+fbjCRdd0aq06K6U1BhP9hIwg9XadeDBOTzRNrlbg2dFj5OsFgkYAx3XYrGyjqRqRwN39DpimyX/8/f9EtVpDUSAWi1Eul1FVjXarRSgUYnLfJI7jEI1EyGQzlEtlenqymKaFz3f337HdfW85bXRV56nEAQ7HZnBx8ag6i/VVAEaC/bQdk7JVpd+fxVC96KrOK+mnqcUbJIwohU4ZENSsJkkjdtfbslne5sen3qVYL5EIxfFoOm3LpNlp4rgOYX+Y12Zf5LOFE7wx+zJhf5jF3BWKtRK98Sz7B66vHPd1fPDphywsL7K5vUV/b7ehoKZpVKqVbrf3aJxXnn+JT08c58Wnn2fhyiJ+v59oOELgNnMNb2T3sxAIamaDiDfEr0+9g4C9ieGfrZ9kODZATzBN3WwQ9ARQFZVcs8jbo69wpbJK2AgihMt6PQeA7dr0hbM3Xe/XIQMNSZIeCMdx9iYXXm1scoJgKMRB5QjxZJJatUpue5sXhoZwHQfHdRkcGiLb04tpdggEAkzNzvDKm29Qq9VQVRXbcRCWhdcwQAhsx9mr+HG/HklfTQiB4zrXDMCePfoM1XqVZqtFMp5kM7eJrumkEt15AgLBQE8/s5MzOK5DIhanWquRTqaJRqK4wkVB6U6c7nTQdR3XFfc0EHjYdj9rRVF4/uAztNptVFXB8BpcujJHTypLOBDGdR0URWUg24cQ0Oq0ePbAU5i21Z04LgSWbdPqtPB6PNdNVrzabkO7q2v+j46O4/cHaLdbJJMp2u02KyvLvPzyyF4J3XQ6yw9+8FtomsZf/su/g207e6VMO50OQrj4fN30Ktu2sW0L41YBkIDFuStsrm9x+cI8sUSMUChIp9NhfGqUpfllkqkEy0sr7JudpKcvw7nTF0llkt1KWvUmv/jph+genWAoyJWFZQr5Em9/73XKpQr57QL9Q9dXgbr6ONiOg77TdyLoD/Lq0y9j2d2Ss7ruYWF1kanhCTpmB1XVSETjjA2O4jN8LK0ucXByPzNj+wAFj6bvne+2baMoCo7r4rvB3CKr7VKYa1FcbNMqWqQmAzTyFtn9AXKXWmRmApRXOhhhjeigwdbZBoqqkJr0s3GywcBTCqUrHeyOS9/hEJunGzQLFof+Sua6ddVqFRYX55hfuEStWmZicobtrQ2eeup5jn/+MceOPsfp058TCkU4dOgpLl06x+nTX9Db209Pto///t//E2NjU6RSaUKhCPV6jY31FZqtBol4ij/+4z/A8PkwvAa//uu/fd36K60qC7krXN5aoNqusa9ngs3KNs+NHuPjxc95ZvQo9XaD8+uXeG3fi5xdv4CqaoSMIEv5FZLBRLf/SWmD3lgPP73wHkEjwHcP3rwXxI3OcY/Hw0svv0itVu9WUAuHuHD+AsPDQ6iqiqp2J9UPDQ/tVewaHRvF5/fh9RpYlkWj0URRIBQKdZ/MCoFjO/gD1w98BXChusBGa5srjXV6/WmEEAR1PwHdj+laOMLFdi2Gg/3kOgVWGhv0+7OcKV8i7UswGhrkYnWBrC9FoVPiePEMmqIxG50gys0naTvuzjVE+fIakgwneGb8GJZjkQoncIXg5JUzTPdNoqkamqoSC0T5tae+i6aoGLqXdCRJ22x3CyQ4Fh7Fg4Ky93RE1/Tu995z699ey7b3vme79k/vJx6LY1kW/b395Ao56o062XQGVdWw7e7f92R6aHfavPzcS3tz1QKB7u+E1+vdKz/tuN1r2c2CoWK7zFJ5lculRZpWi4n4CFuNHM/3H+PD1eM803eEjfo2jnAZjvTzRfEsBzL7KLeKnM1dpi+c5VJxgcnEKCFPkDO5iyT8MeZLV/jhvl+65f7fKxloSJJ0X21tbFIuFVm9skw4EiGy0wMhEAhSKZdpNZsszc8TTyZpNBocefppzp06RbVcJhAK4fP5GJ+c4M9/9COajQY9fX3UqlX2zc7yyQcfEgqF+OKTT/EHArz29lvMX7pMpVSikM/v9eF48bVX78u+5IsFKtUKV1avYFoWo4PD1Bp1hvqHWFxZIpVIdu9coXBw+gB/+OM/olqrMjY8Rn9PH3/x4c9BCEKhMAO9/aSSKX724c/pzfQwMzWDrml8dvI4pXIZRYFWu81f+83fuS/b/qAJBBv5TQrlIsubqyRjCYK+AJqmoWt6t8fC9gb1ZgOf10ciEue9Ex/w3Re/w/HzX5CMJujL9HF+8SJCCPyGn5A/yOm5M9SaDRRF4e1nX79uvZVKmUqlzOrqCsVigX37ZqhWq4yNjXPmzElGRsZYX1+jVCrx8suvcerUCXw+H16vlyNHnuLdd/+MTqeN3+8nm+1lenqWTz/9iPX1VdrtNgMDQ7z88mt88MEvMAwfFy6c5e23b3EBViAQ9BOOhMhkU4QiYRSlWylqYLifTDbFwtwV+gd7MU2rW0hgcgSv10Or1SaZirNv/yTFQol2u02mJ42g26sk25uhUbtxTn+j2aBQKbK6ucZWYZvZ8RlqjRqjAyNs5DeZGBrn5IVT6JrO2y+8wYnzp1hYWWSwd4CJoTF+cfx9FEVhbGCUcDDEn7z3E0b6hrmysUJvKsuHJz7G6/HSaDXIFfP84O1fvW4bdENF86oE4jpGWMN1dp5WBDSGn4+g+1R8YQ1fVMdquoSzXhp5q/uehI7VdgllPNRzFijgT+i49o2TxAOBEF6vQSwaJ5FI4dg28XiSYDDMKy+/hcfjIRqNE43FqVQreDxeJiamcV2HdrvN+PgUoXAEw/Djug5DgyMUCt27uYZhMLVvFk3VKBbzN1x/0Aji1b3EAlFS4QS2Y5MIxgn6grwx/TK6qrHp8RIPxKi0qgwlBqi3G2iqRtNsUW5VKNRL2K6NoXsZTQ3RNG+culUuVyiXy6wur1IsFpme2Ue1UmVsfIzTp04zMjZKPp9HU1Uc1+Wtt9/k8qU58rltarU6tVqNbE+WpcUrrK+tUy6XsSyL3/jNH7KxscH83DyO033fn/34z7sD306HI0cP7/XFuer0xq8ZxL1RTNfCr/lQFZWwHmA8PIxAcKp0gZHQACWzQsqIUzKrtJw2SSOGgoIQLlFPmIpZRVd1psKjlK3qNQHE1TbKWxRrJVaKayRDCQJef/d3RdVpW20K9RKFWpGIP7xTltni88VTvHPoddpWhwvrl6m2auSqBd459AZe3cOljTmqrTonrpzm4OAsPbEMPzn9F5i2SW+sh9XiGr/21C/DV2KtTqdDvphnbXOd9c0NZqemaTSbDPQNMLc0z8jAMBfmLqJrGkcPHqFSq7CxsEGukOdXf+n7fHz8Y1bW1zDNDqqq8varb3Hy7KnuZP5PPkBRFL731ndZWVthZX2VSq2Krulomsp3Xnv7umMT8gTx6V5iRoRsIIUjXBK+GGFviDdGXkQISAUShLwBGlaLkdgAlXaVmC9KKhCn0qkyFhuiabVwhUvCH6PSrmJot54o/3XIQEOSpPuqkMuxsbbG3MWLJFIpXMfB8Pl57qUXCQQDNBsNevv7qddqdNptHMcmmclQLhYxOx1URelO4PV4CIZCeLxesr29NBsNgqEQiqri9RoIIahWqmxvblKrVvHs9NW4n12AO2aHxeVFzlw4SzwWJ1/M02w1GewbIBwM47qCcChMJp3GcRwC/gBrm+t4PB6GBgZJxOI4jsP65jpCCEYHh/HoOtV6jUazQV+2l2gkiuO41Oq1bo+Gx6SHqoLCZn6LjfwW86vzlKolbMcmGopybOZI945cRWB4vVQbVTRNI1fKU6qV2Sxs02q3GOodJBaOUq3XqNQrZOIpIsEIqViKrcL2Tde8sDDHxYsX8Pl8HD/+KfV6ld7ePkKh7oTmUqmAbdu0Wk3C4TDlcolYLI7ruiQSCXK5bWI7dyHb7TbVaoVgMLRzh7H75+3trW6qXih820IEPX1ZevqyHDy6/5q/tyyLjdVNvF4v/YO9KKpKqVAmlUnSqDfRVJUvPj1FKpPEMAz6BnpRd6pTAQwM9RGNRW54d1PVNOaWF5hfngfg+NnjVOs1EtE44UAIRVHw+/z0ZXqpNxts5rv7U2/UMW2TbDJDJBSmUq8RDUeIhaNsF3OEd4oYhAJBCuUi8WicQrl4w0Z5igKZ6QBMfzmvRAhBfduiumESynhIjvvxhjV8EQ3Hcsnu75a6jY/4yM+1GHo2THSw+7Rk4OkwZt25YXEAXdeZmTnIzMyNS2/WalUCgSC9vQM4tk00Gieb7aPZrOO6LgMDw5imyfr6CpZlMjg4Qn//EEK4gMJLL77R3fZ69Ybr92g6B/qnOdA//eXn69gs5ZcRQhALRMmE04R9oW4pZOF2B7ibc4ynh1kprvHU8OG99744/gyNmwQaIFiYm+f8+YsE/H4+++Q41VqNvv4+wpEwCIFlWgSiEXSPh0qlQjwe694JV1Wq1SrVSpV4PEahUMDn8xEIBNja2sIwDGb2z1Kr1qg3GvT0ZMnnCziOg+O43KB3HCOhAUa+8ne267Da3KDjmgwEejE0L6qiYKgGg4EeTNeiYbfoD2Q5X53nqcRBFCDlS0BokI5jIhDkqF+3vq1yjs3yFvPbS5TqFWzXJhqIcHTkYPfJKWV8HoNqq0ZfvAfDY+AKl3KjQjqSQlM1TNsiGgiTqxUYzwwT8PpxXBfbsam2qnh20t16Ypm98tU3Kkqg6RrzSwtcWb1Cs9Wi1W5Rq9fwer2EgyF0XSfg795gyRXybG5v0my1CAVVGs0GyXiSrfw2mqbSk+mh3myQiCdYuLJAp9PBMAwq1SqxaJxytUK1ViMcDFHd6c30VYbuZX96H/vT+748W4Sg2qmxWt0kE0wymRgh4Amg7QRyMV+UC4U5eoJpLhTmmYyPkg50Kzg+3XsIIbppWN3A7/5PmpeBhiRJd+3qnPRarUatVmNldZXMvglmDh5gev9+XvvO291pZjtX7d1GUYFgiFg8huHz0Ww0qFYqvPDKywhAuC5CgBAub3/vl9lcWyOZTrM0v4Dh8/HS66/t5aEK10UAr33nbRzHQeykTm1tbt63/ezL9tKb6eH1F1/rlgPcKcmhqRrZdJZSuUTHNGl32hiGwXffeAdVUXFcB9M0OTR7kMXlJSbHJllZXyESjvDDX/5BN81LuBheg+eOPruXS35lZfmmzaEeRYf3HeTQ1AGE+yYo7DUzUxSFQqWIaWUYzPajqCqGx8tvvf1DXCF4dv9TVOoVNvPbDGYH6N3fg+06eHUPhyYP4LgOAd+N85cjkQivvvomL7/8+l5XcOjWnO/r66fVavHssy+iad1u7a+++iau6+DspNfNzh4EBJVKhXa7Rblc4vXX3947P13XQVVVfvCDv4TjOGxtbRKLxdne3rhuW1RV2+vzcSPrK5ucPXme3FZ+J0DW8fn9HHn6IOurG+w/NINjO+S28nRanWvKnu7tbzS8l8J0NZ/X4PVnXuHVp176sj36TqPD3bu85VqWUCCE4fHynRff2hlUg+04jPQPM7+ySG+6h9XNNd564Y299A1VVXn64FM4TvdY9KZ78Pt8cNXDFU3xdFf5lX22Wi7rn9eo56y9eRsA42/E2DjVYPTlKK4jaJUszIaDYwo075c3B4ywjusIdOXLO6wK3LQU7a7z50+xsbnG5198TCQcRdN1RobHQYFEPMXc/AVCoQjCdfEaBrtTcJWr7qorikI4HMW2rWvWJdQbr3+9vMnp1XNsVfMoioJX9+Dz+Hhm5AjLxVV6o9n/P3v/HRxXmqb3gr/j0vtEJjIT3hMAQV+GrGL5ttNmpnt6eiZCd67unZG7ERsKaf/RhDZCEXsjpJELaUbakUY7qw2tNkK7fXe8NJpptamu6q4qVrHoSZAgvM8E0vtj948DgABhCLJMF7vxRFQUkUCez5zPvO/3ve/zUKyXsYCG1tjxbgVBwO/yUVGriNLOw5FgMMgrr73CS6+8ZN8IbK47kkSqLUWtVmPsxHEi0Qi5XB6nw4nX4yUYCiJJEqOjI0iyzMz0DCdOjDE3N8/g0ACiKCLLMoIg0NoaxzRNzpw7Awjk8zlEQSSfKzzoD1nE3IeGaL2Z40bhLmuNHIZl4pQcKKLM+ZYzTJbn6Pa1UdIqyA2JslbFwtpxg+GU7HAhSwLxIdXtE12jjHWO8MaGE7jZ7aIgbvVz1B+h1qwhIPC5sZcxLcteU2UHI+1D9LV2ky6uEfGFWMytcLr7xFY/6qaBQ1L4ay9+a+uzxewyLmV3eKAsybx0/iKm9cLGYNjQ1RHtkC7TNBkdGqE91UZ6LcNzZ57jwjPnba0hUaKzvZPuji5WMqsoikI6s0okFOHVF17Zmm+mZaHIMvGWGNYpO1xucWVpRz0EQQBp/3lwZfUWq9U13px7l5ArgCiInGwdYa26zkC0l3LTzj8qNyuU1Qpxb3THswNOH5qpI8gfPxntkaNxhCMc4UBsOhW6rlOpVCiVSltqy/aJr49YLIakyNQ24vQFSdhXeCnVbp/W1qpV3n3rbTKradRmE6/PZkK58PLL/PiHb/LVX/4G9+/ewzBMFubm6Ozpxredd3ybQb49hrmzu5tSofjR282mUNvuPJNNhIIhfvTuW8wvLVAql/D7/IiiyJmx09y6e4vTx08zMz9LvpAnm8/hcrgY6h/c8Yztm0Zfd+9Gf382FcE3sel0iYJoV/Wh7rk7M8HNyVtki3ncTheKrBAOhAn5g1TrVfweH9VGDVmyjZ62eArnxvvc7O/uVBdNrbmjKzbHoh2Lvr/YWrlc4s6dm+RyOdxuW3MgGm3B6/WhqiqKorC+vkY4HEGWZdraHlB/bnf0RFGkvb1jq9yHN/hQMMj9xQahiIa8x1FwW0cSn98Lgq31YG0YKaFIkP6hXmrVOt19nRtMU8KONm5vc3pxnfZo/67nH9QP9UaDybkpMtkMmq7hcXsQEHjx7AXevvwTXjhznpnFWeqNGpncGj3t3bi3OXeSIG3lyHS3de2q1/HWC7yf/g5Wa2nH54pbpOP5AAIb+hcbn7tCMsF2J5YBkR4XTr+EP+FA8e5xkrzm53j8/NaP4YiXfGGdcKiF/XD8+GkGBoZt50iyuXQUxYF3Q5+lr2+IZrOBrutbit97wabMXaSr2zbEBEHAMxikcKlEyLGTArgtlMA7dAFh4+82fD3CnhD98R40QycZbN3IAbC2nr8J0zJZVXIMdJ7ZKmvTrj/o3Xo8HuSEzA+//0OWl1aobdzcYcFLr77Emz94k69+7SvU6zWWl1eYm50j1ZakpeVB/0mStGOsb/5uu6MRH0gy3jqJK+NEfGhNirkivBA7u3W4sLlqhR1Bur1tGJZBizOMIsiYlomIsKvP6zQRnvXZuXbbIArCxgHV3u3viLaxWkhzafIK2bLtIDlkBYfs4HjnMLcX73IsNcBidplSvUy5XqEn1rk1njf/v30+d8U25vn2Zm46OKK4734miiJ93b18cPUy92cmyRXy+DxeFFmmp6uHYqlIS7SFarVqC4Y2GxTLJVqiLbv2ls36SJJEb1cPjUZjh2PqPhWhtFQhIO5mLTuXPIFuGuimbh+aIOCWXZyMDwMQdgWRBBHN0PA7fbvXGSxW5RyJ0dFdz/6oOHI0jnCEI2zhAfWoQa1Wo1QqUa1W0TQNWZbxer2EQiHa2tq2NqnNhdC0LFaXFwiGQ4di9XA4nXT2dNPe2blBxSgCAi3xGL/0q7+C0+Vi5MQJJEmiu69vX9XmvdpQyufpa3lyBg2Xy0VVrW6d7h6ErvZOWiIt1Oo1XE4XggDRcISvf/FrtiEtCricLgL+AO2PoE+1LItSpYzb//hsJJ8mfEE/S80MYd/e7zoejXHMGELVVJwOWw3boTjobesBLIqVEsVKEVGQcDn3FjC0LIt8tYiv0zbuJEnCsvStpO6DxlhrawLDsG+VXC4npmnhcDjo7u4FoFarks2uIwjiocaVaRroemOHQwt2ovVY31kmZ+6hmeojn7OJSmZ7HoBIoWifdheo7/pbAYFkSzet8YT9syAgeCRUTcWh7C0WCOB2uehp76Yr1bGRVGubiolYgm996ZsIQENtEvIH8Xv9BwpJWpZFtV7FGXiQLNuXOsavG/+cD5e/h24dQh/h4aZtngU8lIIiC07Otr5OX9vwVnv7+7uZnp5jZWX88Wj+61As7f64egCrrSAItLW3EI/Htn4efG6Eaed9pmczO9TR90Oeh8P+7P5ZY2fBglui65lRfAHbcJQkCV0zDjXGZVmmq7uLtvY2Go0miiIDAtFIhG//2q8giiKGYeLzeent6yUUDD2y3oZh0GzYjjiAPxyg9x8+y/x372GW9T2+sXvMVHa86E0RPmn32BbA3Rdg7PXjW+30hQPMCwuErL3DBbcj4AnQ19pNd6xzQ83cRBREeuP2Z5quIW0k46sB7ZHPsyyLht5EiT9Ye90+D6VKiaA/+MjvtyXbcLlc1Bv1LYfd5/Fy9uQZREFkNbOKbhiomrpFGPKo+mSLOfyt9vonCAJDr44x5bnH7ETugHH4wHks0gAa235nh0UV9ghXE5wirc8NEu/4+JmnBOswSjlHOMIRfiaxeXVrx6mXqFQqNJt20prH4yEQCODz+bY2noMWW8uymFtcYLWQR3pMldftaNQbuNxPzrxkaBpxX5Cerq4npjG0LItcNsfixDxOce8kOcMw0HTtkJSsFvW6nYB8EEzLxHLB4PFjW33+WYRlWSxMzZG/v4ZiyVQqFbxe7yP7u9FoHJpVy8DAkfIycGJow5CwqFSq3Ls3jSw7H/vdNpsNHI7Dfs+iXC7j9dq5DrreYGCgm0BgbwPo09hGt5dbr9WY+PAuiiptnSgfFo1GHdc+YWkPo1arIcsysiJj+gSGzgzjcDyYD59kux/u50/bVPm0yt8RomXZ4ntTM/dxOB1bJ+rlchmfz3eosauqKrIsP1GuWrOh0tPVSzAQ3FWvTwoPlzN/d5bspSVkza6/ZVpUqhX7xuYQeNL2WwKYCYnh109u7T+6rnPv1l2EpoUkPH5I62ZI7WHmqLWx5vh8PkRBtEkDQm56B/t2tOWTngefhD7VkaNxhCP8nMCyLCzLotlsbuVVNBr2aYfb7cbv9+P3+3FunDA/qZ6AnVT45Allt2/fZvQjXN9uhgR81AVz0wnT9d0neYZh2JSS3V34fI8W37Isi7t379Ld3X2gsyEIwhbV6mcdlmWhqir379/H6XTS0dFxcL0tuDN+h5GRkUM9f3s8+fYyLctC07THru/ExAS9vb27biX2QzabZXl5mY6ODmKx2FYY3WcF1kZCsPUYZ/yWZTE+Pn7od1Cv15mamqKlpYWOjo6PlWjhCHtj+xhXVZXp6Wk8Hs+j59cG5ubmiEajh1qXHsbm2vPTFkPd3EMq5QozszMkk0laoi2HiihdXFwkEAgQCDye0v1+a+/mu3gSU/nu3bsMDAwcOu8uk8mQTqfp6uoiFAo98lbracFR6NQRjvAziO3J2pWKTXdYq9UwTROn04nf7yeZTOJyuT7WjUUQBPsE9JDG3F71djgcOBz7h4R8WhAEYVccM4BpmkxNTdHT20ModLgwMYChoSGmp6cZGRn5qbfto2JTnXhqaoqOjo5D9YNlWSiK8pHe7eZYde4TbnUQZFnG6XQeemwmk0ni8Tizs7MUi0W6u7s/U06gIAj2qfdjYHN+Hbb/nE4np0+fZnV1lTt37tDd3X2om6sjPDk2+7ZQKJDJZOjr63usPne7bSrYJ5kjnwVszvGVlRUajQYnTpx4rHm32VcfV/sFQdhxi/c4kGUZl8t1aAe9vb2dRCLB7OwshUKB7u7unwln48jROMIRnnJsT9auVqtbeRWGYQuR+Xw+otHo1onk075o/TRhmib3798nHo8/lpMBdt5HIBAgnU7T2tr61L4HO1k2w/r6OkNDQ4/lONgJswezB31SsCzrsU7kN53mvr4+KpUKExMTRKNRWltbf65O9kVRJJlMEo1GmZmZweFw0NnZ+bHcGh5hJzZvnKenp/H7/YyOjj72WJMk6SPdKP80YVl2+NDs7CzJZJKuJwh/dTgcWzf1nwU8Tv03b1X6+/splUrcvXuXWCz2VO8XcORoHOEITxU2nQrTNLeStSuVyo5k7WAwSDKZ3Dq5fZoWKNM0t5ykJ70V+aRgWRYzMzMEg0Gi0ehj96sgCLS1tXH79m18Pt9TeTJsGAbT09MoisLw8PBjG+6bjsZPA0/q4NiUp35GRkZYWVnZcbK/+fufdWyeEA8NDZHP57lz5w5tbW1EIpGt3x/hybE5J1ZWVsjlcvT29uJ2u5+oXzdpnZ8WbN/T5ubm0DSN4eHhJz7JVxSFUmkPBoBPGYZhUKlUnmgvEwSBYDDI6Ogoy8vL3L59m56eHjwez1M51z5bO/kRjnCEHdiM163X61t5FQ8na8disUMlaz8NWF9f57d+67f4T//pP9HR0fHoL3wK2NwI5+bmcDqdH+l0afNG6Td/8zf5gz/4gyeKo/60sdn+xw2V2us5omjzzn/aWiGb+TYfBaIokkqlaGlpYWZmhoWFBaLRKKdPn35q5t3mevJRnK5wOEwwGGR+fp67d+9SrVb53Oc+99T0wWcNpmny53/+57S0tNDd3c3IyMgT35hZloUkSVs5BU/DO9E0je985zscO3aMnp4eIpHIR6q3oiififZnMhn+wT/4B/zn//yfaW9vf/QX9oAoirS1tRGLxZ7q28QjR+MIP1PYvHrOrK9h/BRPdfxeH9HHXDA3DYDtInj1uk0JuBl2097ebrNYfMYSU/eCaZqsrWWpVndTdu4Hw9A5f/5FajWV6en5Q3/P43ESj8c+kZCWSqXCH/7hH3Lx4sVHXuVblkW1WiW/ltv35F5GIhVPcuPK9SfegLYgCISjYXz+wzHSPC4syyKbzTI5OYnf73/sUKnt0DSN3/u93+Nb3/oWFy9e/NjrehBWVlb4p//0n/Iv/+W/pLX1o9E3CoKAz+/jrbff5tq1a/z2b//2J+4wej0eIpHIRx7f8/Pz/LN/9s/41//6X2/dRjwuNnOXOjo6ePsHb/F//3f/AZ/spS2V+kh1Owi+sJ9I/PFvET8KdF1nbW0NVTs8bfGTYG5ujn/xL/8Ff+fv/B3aO9pZXl6ipSW2tc4/Lr773e8yOzvLb/3Wbz1xnSzLQm2qrC2mMfRPNgzr3Xff5ff/b/+O//3/+r9T8ZWo56vE2ltxOJ9snZmYmOB3f/d3+d3f/d1DU6Lvh839eG1t7bEPKjRN5+LFi6iqyvz84fcyAJ/PRzgc3pGTtv020ePx4PP5npqQqiNH4wg/U6hWq1yfuk+kLfHIU9N6rc7y4iId3d1Isi3w1Kg3ME0Tt9djU8zpGpIkkV1bx+v3sTS3QP+xwYONTWCukGM9n2Oor/9AOkxN03aI4G1P1m5tbd26Pn8aFpPtsCyLmzfu0Wh4cLt3GmGlcpFcdo14PLn1jhwbHP6GofO1r/4N0qt1dL1JtVqxxZIkCafDSaNRx+v1Ew5Hdzxzfa3K8tI4p04/COfZztzyUYJ1vve97/Gnf/ZnvPb661SqD0j/RVHA7XLvKC+3nmX51gLJQJztisPb4cXBP/if/j5L6WXceRk2Tt4s7Ov29dw6TqeT9dw6yXgSv3d/WkcLi/nZKWLDSWKt8a1xsnkL9lFP8U3T5J/+039GJpPhd37nX+9JuWuaJo1aHdM8uJctyyISiuB1e6iUdvO4PwxBAJfHvSuvyG5b47Hi0CVJxu8PIMsK5fKjy7bLF3C7XIjSg/JVVeXm3XFiqSR/++/93Q3lbGlL2Ti9mqZeq5FIJbdypBRFwTRNu961OpqmohsG1UoF07TQdY1EIsHq6irtHR1bIVnbsV4ssZ7LMTQwsOMdq6r6WAxcTpe9tgiCQKVyuH4AO+59e0KuYRjc/B9XuGid5NW/9fsI0wLSrB0Xn6vkyVeLJMOtCNhrl0N2ABaGaaLpGg2tgW4YVBoVQMCwDMLeIMVamag/TMgT3CrbAtaMdXJn1+k/PfSprIW6rnPrzk1aWiN4gnsnFRuGwa2bt+nr68Xj9WxRmBaLRWq1GolEAsM0kSSRtcw6mqoSDAVZXFiip7d7i0J1aLSf/9+f/H+31MENw2B84jYDfUP4NsQGt2jIa41Hhh7Goi1k19aplu2+PQiiJOL27A7Rqtfq3PnjD2mthnAcgtY1Vy2gSDIehxsEWzFbMzRkSSZXzuF2uFnMLTOY7NtF9fqCOcbF3/x9xEURFuvolsFN3xwjv3gWj9fzUPvrWI9YZ4L+IG6nG62pUdHKj6y7IIq4ve49nfh6vc7ExCSpVBuStNNcrtWqTExM0NLSQltbG81mExBwOBSWlpZIpdr43/63/xP1egOPx4+maZimQbVaxX6FFtVqja6urodKtcjl8hQKRXp6une8G4/HQ1dnF//iX/wLxsfv8Hu/9+8+sjO1F5wu58eahH5Eb3uEnyncujuOtyOF0/Voxolb165TzBdYS6fJZ7NEYzFM02Rxfp5wJMLnv/oVZiYnOXHmND/54Y8YHjvOtcuX+dwvfBnlESwUlmUxPzHJmb7BLZpOXdd3iODpur6VrB0IBLbYQp42p2IvVCoVrl9bIpHo2dWe+/fHuXPnGrVahUIhRzAYJpFspy3VicfjY3LyDhZsCb0FAkHG796kp3sATVOJRuMMD5/Y8UzLskhn5hkdjREMBm1Nj+Ul7qyvgtvJXhuurqlIioKuaigOBRDQNQ1ds1WeNVXFMi1KpRLhlijOh/UyTBNPQ+P54eO4nE7buXrvOoPhni3l2f2wtLrMn33/v9KeaGNmcZZjfUMkWloJB8Pouk69WWdydorjg6P0dvYc+CzTNLmbneLEhVMbmg86V6/cpVaTEYSdm6NlmVvOhyBsKg9bVKsVnE4XpVIBr8+PrmuIgojL5WZ9fd2mWlRkRLHGuXNDWxS9mqpy4zsfIF6uIe5h96umjiLKaKaGQ1SoNeoIkq0mLgiCrRtiWZiWidfh2aE+bAnQ7BEZ+evP4AvZxrFhGLz//jiZtLirbduh6SqypKDrGoriwMKiVCzgdDqRZBldUzFMA01T8ftCyPJuB8rCwqHUOH+hj1DIpsqcnpnBFQ7i34M607IsPvzgA25cu44iy6yurtLS0sLo2BiiJNLR2cn3/uq7JFMpfH4fufUsDpeT1eUVzpw7y8S9CU6dOU3nLsNjIz9ocpLBrh7cLheWZTE7N0e1XjtQl2TTGTNN0zYcEChXbOPL4XBQLpUJBANomnYgI1etVqMlHCGZTCIIApnlNOW/WCbuju5yAm/Nj3Nj7jaaobNWWifqi9DT2kXEFybqD3N58ipelxeXw0m92cClOFnILjHaOUw6n6E73slQ204VdMuymNIWGfm1c4/NtPUkSKdXUa0GsXhs3/W4VqvxB7///yAQDOJ0OlBVFSw73MXtcfPaG68xfmec02dO8cPvv0mxWOTEyRPcu3uPCy+cJ5lK7lt+o9FgZT7DsaFjdlmVGrf+0yWU2yqCubM+umUgCgKGaSCLCoah09RULBlckoOa3kA1VBySA4/sRt7mOBiKhfRKiLGvn0Xa9u7vfXCHyA0Jt/JovRXLsvjv175HtVmjqamU6xW+dPp1VvJpeuJd/PH7/40vnHyVWwt3+dLp11GkR+sD1dQ6hVMmg+ds0cZqscLNf/sOyrUmwkNnJxagWRqKIKNbBrIgU61VkVwykiDtWvmVh9YNUwbroo8Tv3lhl90wMXGf1tbUnsb83Nwc3/ved6lUKvT09LC8vILf7ycYDDI3N0soFEIUJSqVMq+//gb1ep1QKMzU1CSWZREIBCkU8rzyyqt7Uureu3eXY8cGUBQFy7KYvDFBY6KIw5JpNBrk8nlaWlpwbDv80Q0dUZTQDR3HxppmmIY9zxwu6s06qq7hc3txyHszeVlAXVZpe76HWDL+sdgjRzcaR/iZgmYYG0bjo9HR3YXabDIwPEStWiMQClGrVGlNJnF73Didzi2jbHB0GEEQ6OnvRzxEfLkgCBiWye///u+zuLjIr//6ryNJEl6vl0AgQCKR+JmgrdsPmqbvK6oWCATp7u63VWibDTweLx6vD9MwsCyToaExdN1Wci2XS5TLRU6MncPpdCGIAl7P7jAVQRBwKC6aTTvMQVVVbmfTRIf69lzEZ+/e4961GwQjETx+H8FIhFI+j9PtppjNITsU0guLmIZJorMDVyhIZEMpePtzmvU6d2amOHNsQ5fAsBD3ucnYDqfDwVdf/wXefO8tOhLtdKU6aaoqhmGQLxVwKAp9nb0E/IFHxhqLooiwzcifm1sCYrS2hnd8r1TK88EHb2MYBl6vn77+Ye7cucbI6Gmmp6cYHT1DLlcgm83RVJukkh10dQ2TSDxwdJrNBuPjM5w5Y7d35oP7RN8S8AotuwzO29kJxnOTRN1hgg4/LtmJati6D3W9QaunhcXyMkW1Qk2r86XuVwi7HpxkA+jjOhN/doMzv/7CRtuWyedChMN7h9FYlsXs7F3u379GMBjF4/Hh90coV/I4nW7W15eRZJn06jxebwCHw0VrfACvd2/OfcPQufLhJK++dhJBENB0ncABtJnhSIQTp06iaRo9fX04nA4SiQSZjK0U/ezzz+FyubAstkTzWlsTOF0uBgYH9uX+FwQBxeHY0nSpVqs0NZXBof1P+JeXlvjg/Q9wupx4PB6OHTvGjRs3GR4e5saN6zz33HPMzMwwNT2FJEr09PZw5uzZPZ9lWRb3xsdtw8bhQK03cYp7h7aEvEGG2gbQDZ3eeBcel4egJ0BdrWNZFid7xjZuOqBYLSEIAtFABKfixN3aScQb2rv9hoSu65+Ko6FqGg7vwaFLiqJw8vRJfD4vsqxsaT+YpkksFkOWJbAsLAtGjo9Qr9Vxu10MHRt6ZKidotgOA9h9f/+7N0l94MYp7pwf8+VlrqzdxKu4cctuevztzBTn6PAlmSrNczI6zHR+BdMyyTbynImN0RV84MhaTYvCfy2zMDBH94m+rc/1moryUFn7wbIsTnSOkimt8+H0NUY7juFxeLAAt8PFhaFnUGSFvtbuQ62NAIqkoNfKW8+/90fXaHvTiSLsvO0zLIMPi7dZqK/Q4giTcMbIa0XizijLa8v4ZS9NU8WwTAQEfJKb44HBXfWv/1mTqb47jHzp9I7f6bq+L7VtOBzma1/7RYrFAvV6nUQiufHeDE6fPkM6vYrb7abRaGCatjaInX/Sj6bpWJa17ziw2afkLfsjn81j3qvRF+i0x2QQeCgCdGZljst3r+D3+PC4PHQnOpleniHVkmRuZZ54sIW7CxPIkkzEH+b86LP43LtvT8EWjp24NEPkq9GPhZTlyNE4ws8tAsEgnT3dzE3PEIqEEQSR9q4O6vU6mqpx9/ZtWpMJrr5/GV3XKBYKvP6lLx46kdWyLIaODTE2NralnfCz6lg8DlpbU7S2prAsi7W1VRYX55BEEVmScTpdGIZBo1GnVqsiivaper1eZXj4xKH7r95oIHn3Z21ZXVhkZW6BUEuUWqVC50A/Lo8bTVWplkq43G78oRCmYVApFnHscUMmCAJOt5uymn6s9tcbdRZXlwAY7j9GV1snmfUM7YkU79+4zKnhk1y++SEBn5/lzAqdqQ6Gegcf8dQHKJfruN27T2LL5RLT0/dIJjsQJQlZkunq6sfj9uJyudF1jfb27g2NjMqefedwOCllHwgY1pbKhATXnn87X15msbJKiztCTa/T7k9iWialZhnV0NBMHafkJOgAh6gg73ELJAkS5nJjy9kqFmu4XIkDx0E6s8Bqep5QqIVavUJ7+wButwdVValVyzidboLBKIriJBpN4PHsH5omihLV6uEoeQVBoK/fPok3DIOZ6WnyuRyNRpO29g5KxSKxeJyb16/T1tHByvISINDe0U5Pb++Bz4add3K1Wg2/f2+V8k2sra1x//59Ro+PUi6XcXs89PX34fXZ77vRbNLZ1cWd27fxer173tJsb5vH66XZbB6oKSAIAh0tbXS0tJGvFJhcncHr9GCYBm2RFIVqAUVSmMnMkwy3kimt26ewgsiJrhES4Y+WP/NpQlEUXnr5IunVNLOzc4QjYURBwOfzoes6iwtLKA4HC/Pz3L51h1AoiNvj4ey5szgf01lSF2s4hN3vJ1NfZ7a8yGhkkIpaxad46PK34ZKcOEWF9UYOWZRJuFvsG0ppZ7mCIOAzPeSXS7DtkviwYS6WZbFazLCUWyHkDXJ+8BnC3hCaoRFw+5hKz6IbOit5e428PHWN5wb2dmZ3PXvbv7WZKjK7jWLDMpiuLpDXSkSUEJqp0eZqxSt5yEs281RUeUBcIbLb0REEAbflJD/7eExVm4cCLS0trK2tMT09tRXqLMsykUgEVdWo1+v4/X5yuRwffPA+pVKR8+dfIBqNPqKEB6iVKgSUg/PwVnJpZlbnONl3nHKtjN/jo6u1E4fiwKk4kGWZeCiGLElEA1GkA/K9REHEpStoqnbkaBzhCB8VN69e450f/ojBkWEcTifHT52kWCjgcDqpVapIKQnFoXDzylU6uruoViq4DxkT6XQ6OXvxJTwHKEH/fMPixo3LXL78E4aGxvB4vHT39KOpKqZpUqmWMU2D1ZUlTNPg9OnnD+1oWJZlB/nvAU1V6Rzop39sFK//QUhOo1Yj1paiJZlAVhQatTqSJDEzfpfFqWm6hwZxfQzxsHPL8/zFm39J0B/E6XASi7Qwv7JAMBCkqTZpNBt0tXWxnl8n4PNTqR0+ln4/2LcYPl577SskEu1b/VirVZFlhTNnXsDhcFCrVXC5PExOjqNpGpnMMq2tbfs/eA+LxLIsGkaTY5E+nmk9gVtxIyJQ1xtolkVXoJ0Oy7SNUp8dPrJcTTOem+Rs6wmkbaeeu973ARaQYehomkpHex/9fcfxeoNYlkk+v0Y0mgAsksku6vUKAwMnWV6eod6ocuPGT3A4XBw7dnZXeU96MFCtVPjRD37IytIS3b29nDx9ilw2i8frpdFosL62RqVcwTRNck86pvapmmma1Ot14vE4v/Kr395Kfs+ur5NIJFAUhVdeeZl6o0EikcDr9VIsFqlWqly5coVTp059LKQKtxfu8r0bP7JPskWRF4efZyWfJhaIUlfrrJXWqTfrOBUn2XKOarP2kcv8aeDDyx/y47ff4fjYKF6vl4HBAZrNJpZlUi6ViUYjDAz2c/PGLdbW1hkZHX5sR2O/eZb0tvLLfV8i4gxjYSEKAm7ZhSLKPNt6CoAuy7ANR9mFsRGquOuW9wmz2CzL4vLUNd6f/JDjHcMEPP6tHJKG1qTarKFqKl6XB0VSMKyPL7Hcsiw0U+dMcIS4M4oi2BECRa2CIMCIrx8RAc3SkQSRil6jqJd5P3+Dc6Hju29XPkISwdWrV3jzzR8yMjKK0+ng5MnTFAp5nE4XlUqFZDLF0NAx7ty5TT6fR9cPn1e1WbX9ViLDNGmqDdpjKX7ttW8SDUSwsFgrZGmN2KFPF8fOU23UGO4aZCGzRLlWYWJxCoCx3pEDbpo+nsyKI0fjCD932J6W1JpM8u2//uu0dXbQbDZxuVz0Dg6g6zo9/X1IkkQoHKE1mURTVcqlMoZu4A8G8OyRtHmER+NB/wskEm386q/9Jq3xFPV6jUAghCRJ6LqGptnhU6raRNNU8vl1NF0jHkt+JEPoxruXWJ6ZY301TbwtidpUkSSJcrGIIAgEQiFOvXiBO5c/5IUvfZ5sZo1iNos/GKSt9+B8icO0OxqK8vJzL3Hy2NhGnoLF6+dfRZIkXj//KrIsk4wncTmdSBs3D0vpZRKx1kfmfuyHlZV53nnn++Ty60TCsQ0KTJVqrYJpGPj8AS6cf4MrV9/h4oufRzc0lpfmMU3jYEdjr3YCfzX3FoVmkbJaJe5poaSWkQWZml7HKTmIu6N0BtpYr+c4Gx9jtrRI01BRDRW3vH/OwUFYWp7h+rW3yeczhCOtdty6YVCtljAtA683yLPPvMH16z/mhRe+QjqzQGu8nYA//LHpDmy+Y6fLxeDQEF//xi/h8Xio1xuMjo1t0cMKgsDo8eOk02lCoRBrmQzlUome3j4E8aPdepbLZf6P73yHUrG4EZbooVwuY+g6zaZKIBjgmWeeYXZ2ltHR41SrFdbXsxiGjiTZuUnOA/I+DtsHraE43zz/Nfpau7Gwk3nbo/ZNZns0hShKtkBbvYJDVtAMnbm1BTpb2p/Ywfs0sdnOVFsbv/E3/ldSbbbTrKnaVt6Lpmk2mYUo4nZ7ME2DRqNJtVrdM+n/caBbBm8vv09Zq2BaFmFngIJaRhJEGnoTj+Km29+OIso4RIWKVsMtu+j0fTzsYJuHOW2RJL/x2v9EIhTDsix008Dv8qHqGoZp336qusZSfgWPw8NqIYPX6cHv/mhMbZql8WfpH1LRq7buhOyjqFfsQw2ziU/y0OftxLAM/LKPsBJANTVCin9XQvqTYmsMpFL8z//z/0JnZydgh+4ODg6i6xoDAwOIooiiKPT29nLixEk8Hjflcgm/f/9bxMMik1/jLy59l3y5QNgfxCE7qDcb1NU6uqET8AR46cQFrkxe56UTF1jNpak166RzGWRJZrR7mCfcVg6NI0fjCD93ME2TH/zlX6E1VRqNBi63i9vXb6DrOoah4/F4iSVakWUZtanSf2yI+ZkZioUCtWqVzp4evD4foydPPLqwI+xCo1Hnrbe/S7PRsBPlFYVbt65Sr1WRZBm3y01//zALi7O0t3fTbNRZz2aYnZ0k4A/y5S//Mm73450CW6aJucEx3zc6QixpswJ5/D7ymTV0TSOWSqI2m+iaTqKznVR3J5qq0jXQjzxyjJZU0r5KVmTqlSoIAm7v4evRVFX+6q3v0lCbAGSyGTTNTvwWRRGPy8NAdx+ra2laW+K4nC7eufIe1VoFj9vLL3/xl7ZYaB4Huq4TjbZy7txFDEPH57PzPu7evUF39wCSJCGKIqFQC1/96q+hNps4HE6OHTuB3x/cYHmqIQjCVl7BvmWZBpIgci4+Rl1vIAgCfoePu7kpAg4fUXcY0zLQTZOeYAeGaSeynoqNUlYrOCUHhmlgWiaaqeOSDyZ1MDaSHwVBINaS4sTJFzAMHafDTpheXZ2nrb0PTbXZ5CKRVl555ZeQJJnenlEcDped9O1wYVkmIGKadpy9aRo4HI9ncK+vrXHpnXcplUq4XC7yuRyGYVAoFHC77byvs88+w/vvvsf5F18gk04zOz1NtKUFtanS09f36EL27AcDQRAQRRGv18tLL7+MrmkoioLL5eLWrVsMDQ1tKSa3xGKcOHkSwzDIZrO0tbdTq9UwDAOLB1TbYBtNymOET5QbFd689RNqzTqKLDO9Ooth6hsOhQOXw8VY1wh3Fu4x2nHMvtlQG0ytzhALtJCKJFGkz75pMnl/kol791lfX8fn83Hzxk0AstkcHo8Hl8vJc+ef40c//BFf/PIXmZ2dxev1Ui5XUBSZk6dOPnHZuqkjCRLPt55GNTUUUcYju7mevUO7N4lX8WBaJpIg0eZtRTU1GkYTwzIxsRAtqOl1REFEFp+sry9PXyNbzrFezuJ1PhCvLNSKeBwePA43xzuH+XD6Gl84+RqrhQyL2WVMy2K0fYhn+888UbmWZWFsJH0/Hz6JZuo4RAW35ORa8S5dnhRu0YWJiUNUSDhbUE0NYcMB2UwG1y17nTEsA6f4ZHk/c3Oz3Lx5k1wuh9frZXz8NpYF2WwWr9eD0+nk+ecv8OabP+QLX/gi09PTLC8v4XA4cDpdfP3rv/hETvXmwYgoikQCIS6OnUc3dJwOm5Rkcmma4c5BmxQAi9ZwnG9e/BoWFvLG3Kq39WKYJrqhI4ki2sYti27oOJRHk+k8Dj77s/kIR/gI2Nwst09mQRAIhkKUCgXcXg/xRIJ7t24TjbUgSRIOhx3PODgyjGmaZFbTKA4HiVQKEJBliVA4vOPZR+RtB2N7X8myjM/rRxIl/P4gPp+f23eu0d7eja5peDxeQOD06edwOlzU6lU8Hi+BQMjeGGX50P2dX1unUiyxMj+PZVm0trfRqNaItSVZnJrBNAzKhQLtfb3E2lK8/70fwoZOQKKznStv/YRyscgzr75MKZdn/v4kpy++wN2r11hbXuH1b/7S4dstSQR8AcRaBb/XTygQ5Nr4DTpTHeiGjtdtK4WfO3EWh6yQXs8w2N2PYZrIkoQsK4dut2FoZLNpMmsrpNPLdHf1o2kqkUiMtbVVItEYqtpgevouzzxzkVqtyuTkbcbGnuHDD3/CyZPPsrq6yM1bl3nxhc/xgx/8OZIs87k3fnFXWbppsF5fI11bZ6WapifYiWbqtLjCZOrrOCUHRbVEVavSHWhnvrxETW/QG+zg3ZUPuZA6hwCs1tboCXbw3upVIq4QVzK3eKPzBR4OGjAMg3x+iVxulbW1JVJtvZiGQSAQodmo4fOHWVy4j2VZnDv3GrlcmvVijnKlQEfHAO9/8D3bCHc4eObc67z33l+hKE78/hBDQ2f48MqbeNw+Fhcnefnl3e3d7/0CuNxunC4Xfssi3tqKrCiM375Fb38faqOJx+tFEiVefu1V/IEA2fV1WhM2Ffcms82h1xILVldXyedyzM3NEQgECIVCmKaJ1+ejUqlQKBSo1eqMjI4SiUR4+623WMus8Uvf/AaFQoH337uEKIm8+tpr5PN5FhcWmJqc5HOf/zyXP/gAwzCYvD/JhRdfONDZ2N4PDsmB1+lBFAQivjBup5ubc7fpjnei6hpep00F+8KxZ/E4PXicbkq1Eg5ZweVwITxOH3xK2Gsf8fv9SJJEMBigvaODRqPB0uISAwN9G7ksTtxuF2987nU8bjfhcJhAIEAymaBcKT92G5uGSraRZ6WWYbW2xlCoj6peo92bYKo0T5c/RUmtMG8t83LqOa6vj+OWnfgdXt5LX+WFxDmKzTKFZpE2b4K/mHsTn+LhjY4Xnqj9IW+QXKVAwB2gs6V9y2HsjXehGwaSKBH1hXlp+AKyJHMsNUDQHUDVVeLB2GO3v2E2yalFVpoZ0s0sQ75eu/3uBPerc3R72igbVebrK7wcfYYPC7cJKD5cooMPCre4GDlLVi0gCxJut4u3s5epmw3KepWvtr7GYczhh/vB6/WhKAqBQIC2tjYMw2B6epqBgQEajQZutxuHQ+GNNz6Hz+cjGAzi9XoxTXOL0n37cw8sG1jNZciXC8xnFvB7fIR89nz3ub1UGzVKtTKmadKT6KI10sqb197GME38bh8NtcE7ty6hGwZfvfAlipUSN2fuMLk4zWtnXuJ7H75JqVZG1VVeGH0eyX84Up3D4MjROMLPHAzDoF6rUS1XWF1epr3Lvs50ezwU8wU8Pvv0pSUeZz2zRqq9jUAwyOTde5iCSbFQ4MTZs4iiyHtv/Riny4miKHi8XnoH+vnJD39EvV5nfmYWn9/H8dOnGL95i0qpRKPRoFwqcfzUSXYT6/38odGoo6pNisU89XqNRKINXdc4ffp5CoUsuq5z5841Tp18lv7+YW7e/BBd13C6XEiixLvv/hCn08XY2FmcThfLK4tcufoeJ088Qy6/TqVcYnFxllSqk3g8vrv8Wo3lmVkmb98hFI2SXU2jNprE2lK4vV5MyyQci1Gv1mzKwUiYaqlMpVRCdjjwBvzUq1XK+QLeYABd01AbDcKxFkzDZK8YVn2DTatcLbOUXqavsxfdMPB7ffR39RLwB3n/+gdkCzl++Yu/xPXxG7Qn2qjVa4wOjPDu1UtomkZLJMrZsTO8+d5bCIJAej1NqjXJ1dvXWM9l6Ui1s5Zb58zoqV11EEWJhYUZ0uklCoUctVqFRr3G0NAYPl8ARXYgywqiJFEqF8nn1slkltE0FbfbQzabRhBFdE2j2WzQ0tJKZm1lz/aKgshceZGV6hq5RoGKVqOuNxiJDBBw+lFEBVmQkQSRolpGEiUaehPN1Am7QuQbRRp6A9XQaOhNIq4QZbWCT/FgWrujk0VRZGV1luz6Cvl8hlqtQlOt09V1jFCwBUV2IIoSPl+QcrmAx+NHUZzIskKplCcSjrO6Oo9pGDSbdSRZJl/I0GzW6O8/QSAQQRJFBEHc0wDYFGWsVaukV1eJRKO4XG5kRabZaHLm3FkmJ+5Tr9c5e3yU/oF+7ty6hYDAmWfOUcjnyaQz3Lpxk2q1whtf+AK1apXlpSUWFxYwTZPTZ88yPTXF7PQ0mqbR1dOD/+FQGwHWM2ssLi5yd/wuLbEWDMPA5XTx4sUX8bg9VMpl1tcyeDxufD4fpmHSmmhleWkZwzSo1WqMjI5Qq9W2dDIEQaCQz7OysmLr+9RrmIYBezgatWaNutpgrZTFpTgJeuxQkDN9J2lqTVYLGQrVIq8ev0jQG+DK1HUaWoOoP0JTa3Bj7jaKJHOqewyP08NaKcuH09c513eKy5PXKNZLqJrKmb6T8OTRXE+Gzfdcq5NJpwkEAnh9PkRRxNB1REkkGo2gahqWZdLT083Zc2e4ffM2/kDAvi1az9Lb18uVD6+gaTr3J+5jGDr9A/18/398H8uCwaEBgsEg777zHm63m3K5zBe+9Pld1ZFEienyAvPlZVRDpa43qehVXJITr+xGEiScG8neZa2KJIpU9bpNuYtASS0TcPhYrqUxLJOoK0RZq+4qZxOmZVJtNKg0aqwU0rRFknauh8NJqV4m5o+ylFvBKTsY2GCmy1XyGKbJxeHnWVhfYim3zGohg2GZXDz2PACFapGZzBxTqzM8238GQRAYX5qg0qjaWhlag8+deGV3+wWJmfois7UlDMugXhqnolfxyh68khsRceNmwqKi15AEkapeA6c9pkt6laDsY13NY1omISWAqAtU9NqBhr5pmlQqFSqVCisry7S3t2+RlOi6xvPPP8/169epVCpcuGAneS8vL6MoChcuvMDt27eo1+uEw2HOnj3HjRvXbQY7TePKlSucOXOG69evIYoikiQxPT3FyZOn9qxLtphlcX2Ze/P3iQajmOYMDsXBi2PncTvd1NU65XoFn9uLIssEvQGK1RLFaoloIIJDcSJJOrlyDlmWkSUZwzSo1KvIkoxDVuzxbRlIHDkaRzjCvrBMkw/eeZf56Rly2SyJVIrs2hqnn3sWranS3tVJenmF+dlZunp7WFlcItwSJZ/Noqoqbo+b5YVFxs6cItmWYvr+JKFImJZ4DF3XUZtNDMNgdnKKlliMzp4e3v7eD4gnE1TLZRAE6rU6vk9ASOdpw8rKIpOTd7h1+xqRSAtOh5NSqcAXv/gNJiZu09behawo5PPrWyE60WiMgD+Iy+UmFmslnVllfT0DWCzMT9OaaENVmwgI1OpVRFGi0dg7kTTR2UFrRztnX3lp22mchShJuD0eMsvLBCNhXB4PlmEydOoEmmpT5GZX0/QMHyMYCZPs7kRRHARfCiNKEl2DAyhOJ+Iewa26rvHjy+8wMXOfar3G7fg4q2urvPHia6xkVhkdGCFXyGGaJpqugyDw9gc/QTd0hnqHWM+tM7+ywLHeIY71DdHaEmcls8r0wgztiTZKlTKGZVIoFWk2mzTV3crFgiBy9uwLGxuoTbFpJ73r5PNZwuEoPT1DpFKdiKJIrCXB0NAYxWKO4eFTzM7dZ3BglO6ufkRR4plnLrK0NLdne0VB4LnEaTvcZqN/N2OgC2oZhygzEO6h3ZfAsixS3jjd/nZKTdvwaRpNREHkfPIMiigzFO7FsExS1TWCDj8NdhpDgiAwdvz8Vts2Pt0KHbIsk2x2hWSyG6fTjSzL9PWNYpomhmnQ1zdGJNIKCOQLazxz7g1EcVOcU2Zw4BRg4fOFcDhc6Dq7cPXyZRYXFpiZniGZTFKpVGjraKe9vQNJlqjX6zhdTtKrq1SrVS6//wGhcIj+QTteu1atousauqazlsng9weo1+uoqmo7d40GpmGgqhpLiwu0tMR2OxrA6OhxhkdGeOONN2Abq91mDpMsS3R0dhKPxZBlmVdeexWHw0G9Xsfn8+Hz+ohGI0xPTzMyOkp3dzemaSfqf+3rX8eyLNbX1nA4nZSKxV3l31m4x/z6EuOL90iEW9F0DZfDxbm+U+QrBSRJwuf0kKsUbIpbrYmqqayV1vG7vKzm08xk5ulrtQ3VYrXIcn6Vsc4RQt4gFhbX07cY6RhCcn3ytLYP4/rV6ywsLHL/3n0SqQT1Wp1oSwvHhgdRmypNVUWWZURRolAokkgmqG44bdVqlfW1dXr7eimXK6hNlUKhwPLSCgODA8TiceZmZ1lZWcXr827pK1UqlT0NX1mQeCFxlvOtmyFHthPeMBo0DRW/4uVYqJ92XwIBgdHIIKqhka6t8Uz8JOn6OilvAp/iRRYlLqaeZbGywn5pxhYWlyavMLe+QKa4RjKUIFfJM9Y1gixKxIMxGmqDbCVPd7kTWZRYLWTQTZ1a06YyrqkNyo0qlUaFYq1si+JqTUq1MtlKjsFUH/Pri0ytzpKKJAh7g5QbEnvZ/YogcyF8mufDpzZuvR7wfayrebySmxFfHylXHBGRE4EhTMsipxU54R+iYtSIKiH6vJ1IgsjJwBAWsFhfxSHub1RblsV7773L7Ows6fQqqVQb2ew6p06dRhRFkskk6sY4yGaz+Hx+lpaW0DSVWq1GIBAgHo8zOzu7JSBrM+gVyWQyjI2N0Ww2EUUJl8u55dwqys61VgBGuo9xrGuI18+8vPHZtvkehYnFSZKRVlqCLRimyZmBkyAINFU7TLk31UU8FCNTWOdYxwBdrR1b8/31s/Yzs8UcDsVBwXy02OFhceRoHOGpxvY44nK5TL6QJ6b08uwLL3Dy7FlbEMy0kBUZl8tlJzlaUMjnee1LX0DXNBqNBoFgiNe+/EWwQBAFdE23J+bQIC2trTicDpqNBm6PhwuvvowoiBw/dZJmo4nH6+HX//bf2FpAMiurdjkfU4Lp04yOjm7i8SSnTj23JZwmAMFghI6OHhYX52hv6yYWS2BhcfLkMxsJ4CqSJNPdPUBbWxflcolksp1IJEatXsWyLGKxVrxeH2nPMg9vloIgbClubxqg25HLrHH9nfcormcBUJxOZEXm2JlT3L1ynZe++mVm794jGI2SS2fo6O9HEIUdQo3tvT02g8tDbXY5XVx85gXOjdmndZuhT16PjzOjpzEMg3Q2Q1s8iSxJnDw2xumRkxu5GxYXn3mRUqWE0+FgPZdloLuf7vaureT482eeR1WbuF1u7s3cx+lwwjZjeEM3elebdV3j0qU3SaeXqNdr+HwBrl+/xLPPvsylS29y/sLr/I/v/jEvvPAGqyuLJFrbiEYf3BJ1dvbtbq9omzuSIO6yVyYLs9xav0euWcQlObgqKoScfiKuECW1QtDhp6JVUTY2+TbfA9paURBp9yc3Ek63OZH2az2QDGBldZ6VlVnu3ruCIivIsoLL7SWZ6CaztkhrvIPJqZu0t/Whqg1SyZ4N3vqdhmwy2b2nwScIAmeffZaxk6dsh3cjHFCS5S1e/CuXL5Nqa0cQoLe/n97+ftRmE1lR8Hq9uNxu1tfW8Pl8NBoN/AE/x0+csMULDQNN04lEo5wNhRgeGUHT1F11wLQQRAEJCfag3C6VSoyPj5NJZ9A0DY/HgyAIvPjSRd760Y/45W99i/HxcXp7e1iYX2BgYAC3x7ODvlsQBOIbrFXFwm5HY6xrhKG2AV4cfg5JlGyVdAQCG5TBN+buEHD78Hv8KLLCia4RnLJz48ZIYDDVz0sjFyjUiqTCCSK+MHW1DkBnrJ2OljYCbj8eh4cme3h8nyQEgTNnzzA6dpxXX3sFURKRJBlJFPEH7PZdvXKVcDiMPxDA2lB/f+bZc1sn1s1mk0ajwchGGC6woRRvMTg0QG9fL41GnVAoxOe+8Dksy2Li7r3dLEAbc0sURLZzBWQbed5LXyXbKGBZFk7JwfXsHc60HOfK+i1ORIeZLS9R0Wrk1RIDwW4cG4J5oiDSE+hAM7U98wQkQeL5gXOc7hnDMA0sC5uCXHbg3shdKtcrnOs9hW4axAMtdLS0oW6IfXa0tBNp1gi4/bgUJ02tSdgbIuQN0tvajWkaiKLI8wPPcKJzFN3UccoObi/e212f7e1/6LMrxTvM1BYpaCW8kgdZlOh2t1HQSsScEcp6FUWQqZsNakadk4FjOx7d5UnZN6d7KY4CkiRx4cILnDlzdkMA00KWFZxO55ZwabFYpLOzC0WR8fn8fOUrX0FVVURRJJVq29DMEqlWq3R3d+P3B2xh1noN0zQ5ceIkggC6biDL9hqhqo1tQ1Gw905BQBIE2IOmN1NYY3xugmwpB4BTcaBIMqcHT3L1/g1O9I4yu7pAuVahWCkx1N6PJEm7CEbiYVsvKl8q78vc+Lg4cjSO8NRgc9PXdZ1qtbp1AmQYBg6HA5/Ph9vlBgs8Xg+efRJ1LSzOPPcsANm1NW5euUqzqeLxepBECafbRTgaYfzmTYbHxliYnUWWZarVKolUinAk8uBhG5pGisOxRXu7yUe/NDP7yXTEUwR5w9Dz7pHErKpNVlYWWFtPs7Q0t6XOPDxykg8/fIfnn3uJH775l5w9c577k3eIx5OEw1HC4Qf844FACL/ffgn5fIbN3cfj8WCW7av4vYxSb8BPe28Pqe6urRwbQRBIdXeR6OxAcTjoGT6GZVm4vV5EafczLMuiVioT30P0yOvx4vXszSpjWbZ403vXPsDldOLYcMBODZ/kh+/+iGdPnuP63Rv0tHczuzjHy8+9RND/QDzL6/bg3UiGPzF0HICVWmbr9+GIn6XFPOHwTlVXUZRIpbqIx1M0mw0UxVZDDwbD/MIvfBtJknnllS/jcrnp6OwlGAzvqne9XsEfeBBbHOiNULJWCeHfZRy0uCMMhHtQDQ2n5MDERBFlegOdtlK3WqXYLCGJ0p4nipZl0bQ0lD7v1rNbWgIsLuZQlP21NIKBCB0dA6QMHVlWME0TSZLo6Byku3sYXVdxOt0oigPhAAExy7LQdRV/4CH9GwvcbveWkbEXBgYH+eDSJcrlMh6Pva5IskRPXx/vvP1jXnz5JRbm5ognEiwvLtLR2bnH8/xb9QBYnJ/f+o3X6yU9N0ssvr9yr9vtpqenh86uLgzdQBQFbKa3BL/y7W/jcrk4ceIEoiTS29d3INOUaZpUK2Vc7e32BxtFOhUnTsW5J4NQXa1TqBaZTs/gcriQRZt+dKR9iMtTVznRNcrU6gyaobGYXSYRiuN1efC6dq7bw+22hsx8Y2V/js9PBBYutwuX2wXBvdmBTp85zcrKKu+98x66rm/tIV6fF4/HQ7FYZOjYINNT03Yooq7z4sUXNt6ZPeb9frvvIhE77+/5C8/vYkFzDwapXanjYadmjU/x0u1vp9O3yQxn3ya2+xKkvK2YlolpmfgdPoLOAJKw06i0LIu8VCHUM7Dj883DCo/Tjce59zi3LItn+k4zlZ6xnQMEPE43kiCSCLeSLecJeQPkq0UckkK1WSPiC22Eye181ub4sSxry3HZ/qpdoyEa71ZxWbtFIpPOGG7RSd1s4hKdgIVP9jAWGEREJN1cx8RCNVWijp1r2maZFbGGf3h/Ni6Px7OnOvjm93t7e7l8+QOazSYejxdJknC5XESjUVZWVujr6+fataukUikqlQqvvPIqLpdrT8G+Y8dsR2h6enLrs0A4wIK2StDaXzvH7/bTl+qmO9GJuG1P627tpDPejm7YjpTf4yMaiBx4WGMYBg2XdqBmzuPgyNE4wmcWlmVTItZqNcrlMuVyGU3T7Ov4jcSqZDK5JSgjCAKFSoVmo4HLs79Y2/bPDcPA4XTSbNhsQzq2Ymd8NEEwGMIX8BMMh1CbKsFDMq9sGq5G8/HYWn6W4HQ6ULX6gUJnm+/X5XTRaDZwYm9wiiwzdvwMoigRCobRdQ2fN7BhGO/GZn83mlXcbtsgV2SZc+09XLs3hS7vzd0X2YO5qjS3uPXvzWXYi0Bucmb3A0yLqOTg2NDwg7o4RHRDR5EPuIrHdjQ8bjfVDTYnAEkUOXv8NCF/EL/XPgH2e/24DlCi3tQA2R5O296epFSaZHX1Hg+ffHk8IuDc+M9GpfJAcNDhANOs4vcprK093GYLrw+Ojw1tfdJ1qo/xb1SYfWcNYQ9qeC+hXTJbS+S3/i1hGzEqMMfaztJEEI95GPmFB/oWbW2tFPJTzM5NYFn7b5TRlt3GUaUyt/Vvf0AA7AoXipO7/nbr7/wm584NPkj2djqp1Wo4nHurYm/CdnBtamJVVREFEUmXCIZCjJ08gcfjoTWRQBBFAoEg4gHP2hzfzXoDx8YccLvdRENhxm/fRt5nXgB7GgoL2xyWTUiSyOT9+3s/xAJN0+hoa9taa91eD1kjQ9Da7WBu9cFGaJtDdtDUVExpQ+fB4eJU9xh+tw+f24ciKQTc/n3Zjzbbryr6vmvAxw2X00WlWiIYDB74ngVBwNB13G43hUIBXdfRLR1RFBgcHKC1NU6xUMS0LNwbh2EHYbOsRqOxdcMmCAKDrx7ndvFDMlfXER66KPe27jael3lw++QigAbIeJhjfcffWU4IvJEi2d++43Nn0E1db+LbYHQ7qK6aoeN3+chW8jgVBwYmtWaNgWQvDknBtKwtJrmQ92C18a21XG/gCLi3Pjv21VPcKr+P/n4BjIdvGSU8hNm+mlvAKpv6Q3Y/KjgpoVMit7MPFAHPazFGLuy86QB7H9sMMzyoH+zDTieNRtMeA7qGZVkkEglCoRCqquF2u5FlhVAodKg+sG/17b3LHwwQOBvn3o1ZZGP/dc8d2z2+5hsrW/9WIi4a6OCSmKrsXgfA7jvDY9H7wrGPRU8HQLA+a/QOR/i5xCadYqPR2HIqGg2bHtPj8RAIBPD5fFsb536TvtFocPXeHdzhEOI+Bubuwnf/aFnbTsK3//4wJ2oW1EplEr4AXe0dTwUn/McNy7KYmJhmLaPhdD4eJet+txAPwzB0RElCQEBVa4TDAsMj/Vv9vTmmDOPjE4naDmGDnWr7+y0VS0xfvU/EGTxABGk3NuNkDzNWDMMOOdjckHKNAl0newlFHhgcdrvNDcrWjwd7tfdBWcbHzhR0UHk2/ewnG5q4V/mapnFrfBxPMIDseGD02snBD9V1m17Mxgew8c4sy9o5Pg567RZUymUCLjfdnZ2f2vjejs1+2CzbNE3Gf3IT8V4TJw6wLHTDQJakneEWeyXTb9Tdbv+23+839i2LslQn/GKKjoGuT2U9NU2T8bt3cHjsEJmHYRgGoiRu02PYa+w/6CtB2NyzDje/C9kiw0MjuLbdMn0S80wURLsdD/Wp2mxy6y+u4E8rdmjeI2GvN9KOm9+9+ubBZ3aY0G7nUseg0qpx/MtncDh3MjN9musMQLPZZHz8HqFQ+LEVsk3T2vbeH/W3JpbFVv8ViwVCoQCpVGrHfP9U1j3YWss+rrl25Ggc4VPH9ryKSqVCqVSiXq/bp9suF4FAAL/fj9PpfOzBvrkYFUtFDOPJJmSz2WR1dZWurq4n+j6CHd6yGRP98wrLsqhUKtTrjUf/8TZMTEwwODj4yL/LZnOk02n6+voIBv34/fufrn5asCwLTdMoFUuPtSGuLK/g9/vw+f2P/Ntiocji4iJ9fX24PW78AT8Ox8En7Ef4+GCvLyWMjSzx9fV11tbXGBocOpSD3Gw2WVldpfuw64sAbpcbr9f7mXrHpmlSLpZo1BrMzs7icDhob29/5PcajQaZTGZL3Oww8Pht4cFPs/2maVIql9DUnVd1pXKJxYVFjh0b2pMc4WEUCgUaGyrsh4EoiQQDwX2N308Lhm5QzBcw9Ec7srquMz09fah1G2z/c2pqcitRejskWSIYDu3pAP00YBgGxWLxsR361dVVvF4v/kOs6aqqMjExQSqVIhKJ4PV6cbv3j8p42nDkaBzhE8Vh8ioCgQBut3vrlPanjUajweLiIv39/T/tqvzcwbIsbt++zejo6CPHgmVZ1Go1pqenSSQStLS0fCbGz5Ngsw37xQFvx+bN39TUFNFolERi/3yFI3xyMAyDmZkZRFGku7v70GEGpmly586dQ43xzzK2z79NA+kw7dE0jampqa1Y9KcFlmWxtrbG+vo6g4ODhz7hNgyD8fHxp/597wfLslhYWMDr9RKNRh/9hQ2YpsnMzAySJNHV9encVH2amJubIxKJHMrRAHuczM3NoWkavb29GwnkPxt98vMZQH6ETwyb13v1ep1SqUSlUtmKNfR6vXvmVRzhCE8CQRDwer2Mjo4yPz9PLpd7ahdoTdMObbgIgoDb7WZkZISlpSXGx8fp7+/f0kE4wicLOym+ztTU1GMZ2JuwGa4UNO3jS7b8tGFZFsvLyxSLRQYHBx/rRk2SpK0QmKdlvG4a05qmcezY48Wui6KI2+2mWq0+MkfjacTmiX9HR8djfU8URXp7e1lZWeHevXsMDAzsYDx72rEZ4npYSJJET08P5XKZu3fvPvWHZ9tx5Ggc4YlxmLyKaDT6yLyKzxo22/U0bYQ/S3jcS1ZRFOnq6qJcLjM+Pk5HRwehUOipeXeb4X6Pu8mKokh7ezu1Wo179+79TG1Mn1VYlkUmk2Ftbe2xDexNCIJAMBikWCwSi8U+oZp+MtgMDZycnCQYDDI8PPxE7Tc3qGCfhrFqGAZTU1N4vV46Oh4/504QbKav5eVl+vv7n4o2HxaWZbGyskIymXyi7wuCQDKZxO12c+fOnSeeU59FHDbXcDsEQSAQCDAyMsLCwgLr6+v09vY+9X3y8aSUH+FnHpuGd7PZJJvNMjMzw/j4OOPj4ywvLwOQSqUYGRlhZGSEnp4eotHoE+VZ/DRhWRaXLl3i3/7bf4u+l1LXET5RrK2t8du//dtbY+qwEAQBv9/PyMgI2WyW6enpTyVJ9uPCk2xK8OBWZ2RkhEqlwsTEBJqmfewJk0ewDc7JyUnq9TojIyNba9uTIBgMUigUnqr3ZFkW+Xyeu3fv0tnZuSNR9XFQq9X4V//qX3Hr1q1PoJYfL1RVZXx8nGg0+sTtBZBlmf/wH/4DV65c+Zhr+NPF9evX+b3f+72PlB8nCAKhUIi+vj7u3btHtVp9qubFftik1X4SbIaTdXR0MDExwZ07d1heXn5q++XoRuMTgmVZaLpOvVbD2pOR4pOHLMl4PJ4nMmBsDnmdWq22FQK1Pa8iFot9pvIqtsM0TTsPxHwyQ9Pv9xMIBqlWq0/E2y4g4HK5nvpTiI8DlmVRrVYP7bRZFvj9AURBpFAoHOo7kiTj9drj3FaB7iOXy3H79m2SyeQWB/pn9V2k02n+9E//lK6urkPH8z4MSZLo7u7eEmlLJBK4XK7PRIL80456vU6hUGBtbe1juy2zLIs/+7M/41d/9Vdpa2t79Bd+itjMTSiXy1iWxejo6A4DapOKs1FvHGqvs0yLlpaWx5rjYC/FDqcTl8v1iY9pTdNYWFigUqnQ29u7ZyL+JvW6bjx6bdts8+zsLH39fR+pboqsfCzrmWVZ1Gs1VHUPXupD4vbNW/i8PqqVCvVafc+/EQQBt8d9YGjnZjjo8PAw9+7dw+12E4vFCAT21i/5rKPRaPAnf/InfOMb33jiXE9BEPD5fIyMjPDbv/3bjI+P88//+b/E5dqf7vxJ4HB8POPpIBwlg38CsCyLbDbL7MoyvoD/0OqKjXrdprPbQQ+4GVqho2kapmnh9e0tBPYwdE3DqDcYPTZ8YPz3QXkVPp8Pv9+P1+t9KmLfVVXlxt1xZK8H6YA2Vys2x7Z3W8zs5o2NKNhqzi63i2a9sUUnZ5gGHo+Xeq2Gz+9jPy/EwqJertARjZH8OU7UNQyDK1fGqdccSPvpSljQaNRxbRMrq1VrtuCeaWAB9VoVh8O5g+pwO0xDx+FscPbsg3G+GeLxj//xP6ZcLvNP/sk/eWx6wr2w+S73eqebS+njLqmrq6v8vb/39/iP//E/HigCt1dd9qOa/YM/+AN+8pOf8O///b9/rGc+qrzt//+sYfPW9eN+5u/8zu9w+/Zt/s2/+Tc76Eb36//D1KHRaPA3/+bf5Ld+67cYHh5+5N9vx6Pew5OOw/1w48YN/u7f/bv8/u//PkNDQzvKtiyL5cUl8gtZfK699yXd0Gk0mvi8XppqE6fDSaNhM9Ft9qdpmlTrNZwOB7V6nVBgb72FutrAEXbRO9j3sc7Bh/EXf/EX/O7v/i7/5b/8F8Lh8K53res6d+7exulRDtT2sCyLSrmC1+el2WxiWRYej8fWgxIlRFHAAiqVCm63m1KxRCgU2lMgdBNqU8XU4djg8BPrHJimyb0Px7Hm6jjEvfOELNMkW8oT9AV26gJZ0NSamJZJpVol4PPbe6NrPyILi7JQp+25HmLJ+I6xs/3/m9B1nb//9/8+sViMf/gP/+HHpuWwiceJsHjSNUXXdX7jN36Df/SP/hG9vb2PXb/t/7csi7t3Z/mjP7xLwN+BLCtUqvkNdXIvAgKmZSIKIpreRJYUBEHEskw2BUltnakKAgIOh5tavYjHE0IURARRZeyEzPnzh2PNexIcORqfAEzT5Mqtm/SPHH4h0HWdP/rOd+gfHCS7to7H66VvoJ9KuYw/EGBpYZF6vY7b4+b02bOHmiiWZVHI57Gqdbq2UQluGtSlUmkrr2IzYe2wehWfVdybnMTREsZ7gMAOwHf/638jn8vRPzRErVrFtEzcbjeL8wv0Dw0SCAZxulzUazXmpmdQVRWv10s8kWDq/n1efuP1AxmCLMtiZvwuZ4dHPxYD92nE3Owi6bREMBjd913UahX+6rt/TH/fCLncGtFojFAoiiTJVKslHA4n9+/fYWBghM7OvU8CLcuiXC4QDtfo6+8GoNlocv/OBJmFVSanpjh9+jTuDaNmMzZ8e4z49k3PPpW1N6OHhdQMTOKdrSRSyR1tsiyL1eVV1hbTiBzEl29hWdvPEgRMw2BpeYmOjg4MY7uehsX+ytUWlgS9w/1bp1GWZZFeWGXp7SmKKznGx+8yOjq6x6mgtaN+lmWB8KAPBPbZiEMSva+OEIwcLGL204CmaUxMTqIZ+uHWxg0F5a2ft42J7T+bpsmVK1fo6OiwBfa2/b1TURjo69+a36ZpMjM7S7VWO1CAb/PZ6UwGv8+Hx+PZeAd2eQIHG0OmaRKNRPYM5bEsi9zqOtP/7Q5CfveN7s7tXtgah6ZlbakJbx8dAgITk/fRVNVmWoq56PnyMNFUDEEQbFrOy+MMdQ7sW9+rN6/hUBTK1QoLy4ukEkkUWSGby/LCsxeYW5yns62DD29cIRaNsbiyxBde/fyefWhZFjPLcySOte0a15ZlMX9tmpXvTEB579vszbZtb6O17dPNMTE+Pr5FXCLIIu7zUUa+cQZlY1+cnZvF5ZMJhQ++3VpeXmF5aRlJFJmbmycSjWCZFoIoMDQ0SCazRmdXJ/fG7xGOhLn8/mW++otfxXfAYaJlWaRX07gkL62th6PMfRhrqxlKP1klGWjdt/7Faonv/OCPGersR5ZkHLKDeDiGIMB8epG78xOkWpIkI62sF7O8dublfe0d0zKZqM9y4heeQZIke72cW2H5vRnEPdjPC8UC09PTnDhxAlmStu7Jts9ZE3PLyBYEYUOmRtjxNw/DkiE4FqNnrP+RtplpmszNzlKtHjyfYdu42ranLCwskkwlEUVx63O7fgfDME1i8Ritra1bc+z//f+6Bdj5PYah8867/4V6vUR312lMyyCfXyEe7yGfW8LtDiCIEoXCCseGXqRSzROLdTMzfRlJUggGE8zMfsipk1/G7fZv5Nmu8EvfjJBMfjI5Yz+fFtAnDMMwkBXlsbzDWrVKR2cX9+9NkF5Zoa2jg1g8zvraGqn2dlxuN4pDeay4c0EQ8Pp83Lk7wR//0R/xuc99DlEUt/Qq/H4/qVRq6yr6s2Y8PAnqzQahQ1wD+gJ+SqUSzUaD5cVFDMOkJdZCIpXE5/eTW8/i8XqpVsq4N8LPqpUKpmk7JPIjYi8FQUBxuR6LTehnDeVKDY/n4LjmcqVER3sPE/dvUShkEYQREARkSSYWS1CplGhpiR8oUmRfu3upVG3FV8uyuH/7Hp3BdobO9HHxzAtbf5tZzzAzP0s4FEYURAI+P6qqUmvUKJSKhENhbo3fwuFwIMsy5889TygQ2nouwOT8NF6fj0DwgaFTLpcpLGYZ6dx54rsduq4zOTtlHx74/IRDYfKFHO2tKVYXV/BKbu7O3NuYoxZul5sXn7uw78mtpmtM3Jpg7JmTCIJAtVJl5U8n6COF4Exw9tSIXZeGQKFWYiozg8fpRhBEWv0tZKt53IqL+5lZWgMx5rOLNHWVoDvAaGqQFn90R3lGzWTyz25w6q9dQFY+O2PasizuT00RSyXx+fc/YKiUy0zcm8DhUJBkmWQywepqmkgkwvVr1xgcGuLmjRtYpklTbfLCiy+SSCY5dnw3LallWRSLRaZnZhjYSPBdXl7G6XLR2d29Zx1M02Rubo502i6zt7cXVdMIBoPcn5ggHIlQyOXQN1Tjzz3zzJ7lAkxPTVEsFnepDKtNlan/5zV61uO7HMa61uB+fsY+1ZQUWr0x0tU1Yp4oV1dv8UzqFNfTt9FMnYbepDvYwXBLP90+m2DAWrew1i2m09fx/Z8v4nK7UJsqbuXgUCafz0exVKRYtrVlcvk88ZYYqUSKRrPB0uoy8ZYYTVVFlmV8Hi8PeeNbEAQBv9tLvVbf5Whkl9bI/F9u0pELbf3t9n5bUtOk1SxhOYBDtBWrPZKL+YY99wp6mVZHlC5nig6eQagLsLpB43u5wLh8jbFv2u+k0ajTkkg+cp/xeNxomkZd19E0nUqliq5pjJ04jiiKrCyvEIvHyOVyBENBkqnklj7LfhAEAX/AT2GtfODfHYRaqYrfcfBhnCxKPDt8lpXsCqVqGb/HjyLLWEDAGyARjuPcUC/3OA/ec0VBxKHL6LqOJElUSmXS/32aAbltq0074G3j7PERGs0mE6tT9piVFRLBOKvFDK3BGJdnrjGY6OPG/DiSJFFt1jjXc5Ke2P76NJZmkX5rnRX/Em29B7Nkra6s4FScdA/vPZ83kcvnuH///oZ6uEhrPE4ul+PYsSGmpqbo7+/n5o2buNwuOzzs2DDhcHjv+m3coExsPM/n89FsqjRVFy7ng5uO1ngfDqeHSiWHrjdRFCelUgavL0KlkiXgj+FwuDFNk3x+mXAoiarWsagTCMQJhZKYpr71PFH0UyhUjxyNn2XY3q5IV083iWQCC4hEo7hdLhr1OrVqlUIhj8vlQpIk7t6+w7HRkcM5BpbF+N1x1tfX8Xg8dHV1fSbzKj5WHKJtz7/4ImCfhHb39eLz+2k0Gvj9fgzDDpEqFvJEWlooFYpEolFqtSqdPd0MjRw+1OHounB/WJZFKBjBajeJRmOIokw8nrCFskoFyuUisqzg94eQpMMvVaZpQtPC7XTtMjY+vHGFt977MaNDI7hdbkYGh6nWakiiSLlaJt4So7+3n/vTk+SLBRrN5tb3N58VD8Uo5As7HI1CLk9rJH7gvMoXC/yPN79HoVSkLZni/LnnWVhaJOAP0mg2KJZKtMZakWWZy9c+pDXWuu+zBEFAkRVcohNVVXG5XBQzeSKqH9G5+4Dj7up9vnv7TbqjNmvOy0MXWC6skgwmqKt1VF2lqtaQRAlBgEqzusPREAQBWZDw5hWq1SrB0N6hLT8tqLp2oJMBMHl/kv/2539OMpVCFEU+/8UvsDg/j9vtotGok15doVjIIwgCLrebfD5PMpXa81mbzFHpxQekBcVSif7BwX3r0Gw2eetHP+Le3bsMj4zQ39+PYRgIgkC9Xod8nmAohCgIO8bdw+UCtCYS5LPZXY5GOV/Cv+bc85BrvrTEd6d+RMgVxCEpvNb9AgulFfwOH01D5V52imvpO3SHOsjV88S9OxnMNk+LA1knpWwRV7trVxl7oa+rl3wxT3uqHVmScLvcqJqG2+ni1t3bnDt5hpvjt2iJRKlUK7Ql255of8rdzxDJ7W3wapbOpdINxmvTHPP00OZsRRFkIlaQhtlEs3SqRp260dz1fUEQ8Jgusu+vwze3/+LRdQoGg4ydOE4hX+TEyRMYuo4syzicDmamZxkdG2VhfgGH0zbYOzrbd6wr+0FA+MQ3F0VxEA+30JXooKk2CXgDqLqKpmusZFc5N3yWxcwSumEQDUbQDX1niNVe2KhzPp2jxTz4ZlQQBOazi/zljR8QdPtxKk7eGH2Z+ewSAbefpqZSqlfQDI1sNU/A7SdfLdJzgK0sCAItjjDL89lHOhrFYomBvkezhN26dZu//Mv/bjOKiSKvvPwyS8tLtLa2UqvVwIK+vj4m7k9w+/ZtEq2JfR2NzQPf1nicYqGAz+fj4ZgjQRAZGDgPbFJtF9G0JrKsoCgudF3D4XCzuHgbl8uHy+kll1skHGnD6fTSGu8lkRg4sE0fN44cjc8AioUCf/KHf8jK0jLJVIpnzz/P//iL/865555ldWUFQRQ2lLJdXL18GX8gwNDIIWkFBYGXLr7Esd/4zY0ff4YdjMfA5nXmpR//hB+/+SPaOzsIhkJ09/ayvpYhEm2hkM8zfHyUpYVFfvT97xNvbSUSjdLZ3f3Trv7PDN57700+/PDHtHf0EAnHyGYzNNUGLqeber1Gs1nH4XCiKAodHT2Hfu5+N3Sp1hT/66/9ddqT9kma0+GkVq/hdDofxE1LEr1dvRSLBXRdR9O1HRvo9hCbTVgboSf7wbIsfB4vY8PHOTEyhtPpRJIk2pPt+LxeAv6XkCUZNk5LPec9mIbB/OI80UgLPu/uUIqH22hZ1p5hA5ZlEfe38PVTX2SgtRfLsnA7XATdAXxOD8lgHEmU6I/3oJs6i/kVgu4AumkgP6R8LCBgmZ9N9/lROQuxeIwvfPlLjB4/DpaFYZq8+sbrAESjUSRZZnRsjLVMxr7FFASWl5ZJJBMfOXbZsiwURaG3t5fPf+ELBINBRFGk2WwSCAR2iC5qmsby0hKrKytEW1r21NqwQ0V2vwd7DOxdfsQd4mLnc4zGhhAAl+wi4PThc3h5yfkcDklhLH4MzdRZq2YxLZOqVsOr7AwRFazd4/8gzC3O88d/8Sf2Sbjfz2svvsqPL/2El8+/xHJ6hVhLzL41FODW3du0JVL0dh1+rm+10dy/7ZIg0uFMcCFwmpBsEyRopo5P8pByxu0bO0xcooOyXsUn7eGwGI8/7huNBn/+p/+V8Tv36O7p4vjYKCvLKwwM9rOyvEq5VMbv99m3kSsrWKb1kZPFPw5YlsXlu1f4/oc/IhGJ43V5OTUwxv3FKXqS3Syvr5Ar5ZlZmceyTFItSTri7Y92NDafb1obIab7lw8Q8YV5aeh5xjpGtta7l46dxyErvDL8ArIo0RPrJFfNo+k6TsXBcn6VWCCKIu1TF+Gwa9jB9MubdUy0tvIrv/JtBjaSvg3TpLOjE8uy6GjvQJKkrUiSC+cvIIoiq6urW6FRe1dR2Gt6b/1uE/n8Mpc//FN0rYHHG2b42Evcn3yPY0MXKRRXESWJQnEVoSSQz6/Q2TlGa3zv/KZPEkeOxmcADocDl9PFV77+dUKRMMFgkP6BQWRFRpZle9OTJHLrWU6dPYPD6URTVRSH49Ab4JGDsTdkWeaZ888zemIMwzBIptoQRIFqpUKpUMThcHL6mXN09fSgqSrBUIhms4ksyz9T4kI/LUiSxLPPvkx//zCmadLamgIEKpUStVoFSZIRRQnTNKjVqkiShMPx+LSilmXx7uX3KJQKrOeyeDfCMyygVCnhdXvwerwMDwxz7fY1vvDK5/nwxhVyhTxfeu2LJOL73y4cpuy33/sx5UqZbD5HLp/DtEwsCyrVCh63B7/PR39PP3fu3eHlCy9x6+5tFFkhvZbm4vMv4vM+vuG1iXurU8xm51mv5JhZn986mc5V83gcbpyKk2e6T/H2/UtcHHiO8ZUJlgurPNdzhoD7yViwPkuoVCr88Hvfp1arISsyK0vL6LpOuVzG4XDgdrs5fmKM8Tt3GBkdxTRNrn54hbVMBpfbza/82q/uSAJ/Ety8cYPFxUUymQyZTGbLaMpms3g8HtwboVJvv/UW58+f55133kGWZc6dO8fI6OhH7oOZwgL3c9Nk6wVWq2uIG7k/uXoBj+LCKTl4JnWSt+c/4EL7Wd5d+hABuND+DN7Qo9XqD4LL5SIWbeH8ueeRZZlEPMm3v/4tZFnGNE38Xh8Bf4CllSXOjJ0mFAg9ka7MfrhaGSenF8lqBTKaHV4pIFDUK3gkJ27RxbCnj2uVcZ4NnOAH+Uv8avxLB8b6HxayJCNJMl/52pdJpZK4PR5OnjqBoiiEQiEkSUKWZWKtcZqNBoIoUq1UURzKT13M0SErnOof49TACUzLJBlpZbBjgKbaIOj143a66Ul2oeoaLocL0zJpaioO+aMLh5qWyXdvvomqqzR1lbVyFs3Q0QwN0zTxON0kgq2Ahblhka8W0tTUBj2xTpyyg6g/8tE74QCUy2W+/4ONdUVWmJ6e2rWunDhxgtu3b3N89DjNZpNr169Rq9XIFwr88je+iXePA6THgaK48HqC9Pa+gaI4CQTiPPfsN5EkBcsycbl8eDwhALq7TSRRxjA0ZPnTHVtHjsZPEZZlcfvmTUzDpLu3l0ajQWY1zdzMDLquEwqFURwOO641m8PpcnL9ylW8Ph93b9/h9LmzJJ5QKOfnGaZpcuv6dSzTQnE4CDudrC6vUCmXmZ+dxef34/XabFSVShmf3896Js3i/AKNRoNAMEiqvZ2xUyd/yi15OqGqKvfu3cAwDbxeP6IokE4vUyjkWF1dwuFwEIslWM9miEbj5NdXEQSBq1ffRVWbvPHG13G7D2/8bJ48hYIhiuUSQX+AzvZOVtIraLpOT0f3lo5FPBbnpecv4na5GewdIJvP4d1M1n0MbCVWb2y44WCYaq1KMBCks62DheVFBCAaiYJlIYoiydYk4ZDNcNPaEsfCIhKO4Ha5n4j5ZPM7frfPzkdx+WgPp6iqdTKlNXpjXai6iiIpeBxuXh16AZ/LS0+0k5A3iCIrTyVv+8N9rygKng160nAkgtfr5fq1a3T3dNNsqvh8NnPLhRdfxOPxcO3KFVJtKcKRMA6HYyt59aPUIxgMsrS0RDAYpLOzk2KxSC6Xo7+/n6aqosgygUCA1994A6/Xy/DwMIZhkEgmP9I72Pyuz+FBFCX8Th9t/lZUQ2OxtEJvqJOmoeKUHDglJ690ncfv8DIY6UUSRNyy8yOVn81lWU2v0t3ZQzafQxRF0msZMutrW857OBjixp2bjA4O8723v48oSgz1DXJy9MQTl7u97UHZT14vEZC8tDsTrGt56maTLlcKwzIQBZGIEuRC8DSKINPrbsfa9v0nLXvi3n2azSZt7Sk7+Xk1jdpUqVQrRKNRRFEkkUxw//4kg4MDXLr0Ac1Gg0QiQUdnB/0DP52bjUKlyMzKHKquEQ/HSOcymJbJrek7tIZjgEBvqps7s3c53jPMtclbhHwBLt35AK/Ly+effe2xnbSH56wgCAQ9AYq1Il6Xl9ZAC7cW7xIPtCAIIi7FgSxKDCT6AItSo4JTdtDQGtTUGg7Z8Ykw0G2vo8PhwOOx15XIxrpy7do1urt7UNXmhgq8wIsvvojX42V2dpae7h40TSOby+HcYFF80nrWakWyuQVisR5qtSKCKFIsZSiX1ggE7RwttztALrdIW2qY1fR9lpfvMTDwPMnE4MfSJ4fFkaPxU8bK0jJLS0s0Gw36+vuZm53F5XajaxrLyhI+v49zzz6H2+PG6bRjbyVJwuvzHgnKfQQszM6xnlkDATq6upiauE8gGKDZbOLxeAiGwwyNDCNJEv5AgJnJKYqFAolUimajgSwf3WY8KUzTYHr6HqVygUAgRCgYYWZmgmAwzNLSLIFACN3Q8Xr9KLJCKBih0azT0zvE1OT4oU/LmmoTVVUpVcqsZlbp6+olFm0h4AuwklklGU8wMX2fWDTGUP8Qlz68hKo2CQVDXL99g9Njp5hfWqBas1nJfnzpHWLRFo4NHNuzPAuo1qrU63XS6xn8Xh9+nx2mkUqmiMfizC/Os7a+xrmTZ9A0jZmFWbxuH2dPnmFqdoqZ+VlcThfnzz3PnYlxlldXMA2DRLyVm+O2wJmmaaykVxgeHAZ5d7JwrVmjrjXIlLP4nF58Li/P9ZzBsEx0U2dufQGf08tQoh+H7ODuyn0C7gAfzl0n6g3TG+vizsoEnZF27qxM0FAbrJYyDCX68YR8e7T8swFVVVGbTcrlMstLS/QNDKBrGv5AgMENJrkrlz9EFAV+5dd+lempKbLr6wiCSN9AP9euXMU0ja3xdfHll7n07nt877vfpa+vn56+Xi6//z6SLFOrVnn2+ed31WGTJrxSqbCyvEx7RweiKNISi3Hq9GncbjdXr1xB13Vee/11arUaU1NTiIKAx+1mZWWFe3fv4na7ef78eW7cuMHMzAxul4vevj5+9OabCILACxs5ZvuhrjVoGir5RgHN1Gn1xDibGMMhKZSaZSpqDcM0ORbtI+wOciNzl6DTz2J5lbValrH4MS6vXMfr8FDT6tzM3KWm1wk4/XTHOw8se0c9mg2u3b5OoVSku6MLAVjJpHE5nSwsLxAKhIhFY/g8XkRJRJYVJFF8JNnGfjAti5pZp2o0yGhZYkqEiBykNRClbjRQRJmiUcECxrwDFPUy63oBt+jkVvU+/e5OelxtfFi+zTn/KAvNVSbr81wMnn3suqytrTE5MUmpVGZwaIB0OoMggGGYLC0s4fV5SSYTNnuhYGsviYKA1+els/Pg/IFPEqqmcmPqFqVqmfZYClmWWcws43G5WcgsEfIFCftDeF0eJEkmGgjjdDgZbO8nU1h7mNRuX1jwYK0qZfE6PfhdPoQNBrz+1h4Wc8vkKnla/FFeG7nIZHoav8vHUGqAxdwy1+ftNfH5/nMYhkGhVkQ3DN6d/IAXB59ntZhhPru4Rf8K8OLgc4fui+3zeXl5mY5OO8fN7XJTLBZ57tlnuXb9Gpqmcfz4GG63m3Q6jcPh4Pzz57l67SqLi4sEAn7OnjnL9evX0Q0d0zS49P4lLpy/wJ07d2g2mxSKBarVGslE4lDaG5reZGHhJvV6iUikDUlUyOUWcTg9ZHOLeDwhPJ4QTqcXUZSo10q0RDvQtL3zvz5JHDkanyBM07TZYVSVQqFALBbDtCwkSaLZtI2grp4eTpw+TbPZoK29nds3b6I2m2iaBoLAyVOnKRULKA4H1WqN4eOj9A0MYOg6uWyOy5cu0dbRQTQaxQJy6+voukGlUkbXdIaG9zaKfpaxqSVgGgbZ9SzRliiCKCKKIpqqIkoS3X19dPX2EgwFicXj9A8Nks/mkGQJUZRoiceIxeMsLy4yMzmFx+vl/MWLtHd2MnV/AkVxsL62hmVZRKNRJicmAFAcDgq5PB3d+zNf/LzBNA0Mw6RYzOHzBZBlhS996ZcxDANRFFhamifa0kp/3zCmaY9dwzBIJFKsr2dQNRUB6O87hizJLC3N4XK5SSY7mJm5h6Zp9PXtHuflSpn3rrzPzfFbKLLMjTs3Wcms8q2vfpMbd25w+vgpXE4XuUIOTVNxOBwsr66wll3nxx+8w2DfAD969y16O3voaOsgX8zjOIAzH+D67RvMLy1wb3KCZGuCRqNBOBhidHiUer1OU1VZy62TzecI+gOUynZba/Ua2XyOpZVlLCyOHxsl4A9QKpfI5rNbThNAsVRkfmmBzvZOvIHdhv+NpXEW88vcT0+TCMRp6E1C7gAjqSFqG4nfummwWszQ3dJJuVGhoTUIuQOEPAE0Q2d6bY6R5CAu2clSfgVJlKipdTx8dh2NRqPBT95+m/HbdzBMk9u3brOyvMzXfvEXuXf3LqfOnEYUBMrlMli2IKnfHyAcCWPoOo1GnUq5grbhnGiqytpahmKhiMvlpqunG03TEUWJRqO550GPZVm89+67zM7MkE6nSbW1kV1f59Tp0xsn2EmKxSKCIFAqlezQV8sWd22qKoZhoCgKuVxuy3FaXl7G5/ORamtjaWnJFnV8xCnoXHGRqfwcNzLjxL0tSIJIXW/w+d6XmcrP0eptwaO4KDRLaKbO2/OX6AqkMC0T1VAxTIOl0ipt/iSrlTVuZMZxyy7a/HuXa5ompmXSaDRoNBqEQmEsyyIRa+VbX/0mxVKJ9dw6oWCI5x0OGs0mTbVJLNqC0+GkWquykl7li69+HoBcIc+diXGG+gZZyazSbDYoFIskW5MojoPNliuVcZaaaZabGVodUUpGhV5XJwHZi1/yUjMamJisa3mqRp2cVqRhqpT1Khk1hyxIFPQSVaPOT4pXsLAwrL2ogm2GSdM0yeXyBAIBFMXWmtJ1g3PPnCUSiaBpGsFQkJOnTuDxesjnC2CBptkkDqPHR1haXKKrq5Nms0kylcS0TC699z4+n4/2jnYCAT9Li0uUSvZ60dv35KGU22GYJpZlUqqWbYFfl5tIIMyvvPoNTMvcus042TdG2B9iLr1AyBckHo5RqVVI5zNIkkRPsot0LkPIHySTX6M1EmdqaYaA1086v0ZnvH3P8m8u3mUxu8S91UkSwVaaehO/y8+JjmEqjSqGZZIprRMvrdMd6yRdXOPS1BWi/gh1tcGtxXE6Im2UGxUsLFYKaURRpDUQAwEcsoNsOYcsyQQ9AbKV/GP1j2mavPPuO8zMzJDJZGhra2NtfZ1zZ89imibt7e00myqyLJHNrhMMBLn84YcYG2LHKyurlEolVlbgxNgJGs0mhUJ+gwRCpNFooOk6q+k0q6sryLK8L22+zbxooesq9XoJny/K8899CxAwTZ1ms4aiuEgkBgiFEqysThAOt+HT6lQqWY4Nv0SxmEZAoFBM4/WEmJ27isvlI34AU9fHgSNH4xPE8tIS9+/d49aNmyiKQjKVYmV5mS98+Uv85K23eeb558hls0xOTDA3O8tv/u2/RTAUYn1tDX8giKo2URwKumEwMzmFbuioTZVIJIKsKGTSaXRD50//8I/42jd+Ca/Px8S9CSrlMtnsOoqsMPhz6GhomsbVDy4zOzXFemaNnv4+1tJpjp86RXp1ld7+ftIry0iSTHplBZ/PT0ssxszkJDNT0xiGwamzZ7Asiz//wz/i+RdfJBgO4XS5EESBzGqamakpJEki2tLCF776FWrVGlP375NeWSEWj+N0OfF7P7tG2acF0zS5fv19lpbmWF5ZoK2ti0q5RCrVuUG/7CefW2dhYZpEaxuyrHDjxgcsLE7za7/6t7h9+wrLy/NEIjE6Onq5e/c6ufw6qWQn4XCUa9ffR5YVenuHdpUdCUV45cLLPHPy7FY8uCiK+Lw+Ots6aDabVOs1BpMDmKZJX1cvjWYDh+Lg21/7FqVyiW9//VuUymXCoRCvvfgq6Ux637YKwOmx04wOjfLqCy8jidJWImDAbzPJXL11jZ7ObnxeH6FAkIA/gKIoaJrOydETJFuTSKJItVYjGo6SbE1QLNm0oMeP2bH6uqHT0daBosg8TPorCAKnOkYZSQ7y0sB5+wZUlJAEEZ/LS1NXmVidYijRjyLJeBwuznSOYZomXqfHPowU4EvHX0OWZFoDMYKeAKvFDB7HxyP890nB7/fz0iuvcPYZm6vfNAxESSIQCHBsZNgOTc1k6EsOYAGJZBKHoqA4HBimycnTpymVSmBZrK6uYloWL73yCtJG0jYW9Pb1EgqFuXf37p5CbZIkceHCBc6cPYthGHYSuCzjdNnUlqZpkkmnGRkd3VJK7uvrwzAMDMPA5/USDocpl8uYpsnxsTGGR0ao1WwRy6989atMTU4+klmvL9xFeyDJudRJFFHeCmUJuvykfK2sVNK4FTcuyUnA6eN/OfkrGKaBaZmE3SGqWo03ei8iCRKdgTaOxwepqDXWqtk9y5ucmWRmfpYbd24SDoUI+APkiwVeOf8SV25e41j/EBYW5UqZ9oFj/OUP/opCqciZE6fpbOsgX8ijKIrNtmVZfHD1AxSHg1RrEl3XePOdt/B6vOiGTm/3/ka2KAic9Y0w5h1As3QEBCRBQhHsPnCLTpqmSqcriYREm7OVhN5Cxahx2j9MUa/Q7mwlLAeRBYlvxj7Pzep9JEECdjqWpmnw4eUPmZ+dZ2Fhka7uTkrFEp1dnSBAIBCgXC4TDoeZmZ6hv78Pr9fLuz95D1EUUVWN1dU0z59/nmtXryPLMktLy5w9d4Z43NYpuXrlKpIkkc/l+c7/5/8gFo/h8bjp7f3ojoaFxY2pWyxmlri3cJ9kNIFlWThkhd5UN9lSDq/bh2HojPWO2mFvuTTfu/xD/trnvw3Au7cuIQoina0d6KbBzPIskijREopyZeIa+XIBVdf4yoUvgvchNi/gZOcow6kBLh47jyjYa5UoCFu5YTcW7vDqyItoho7b4ea1kYsosoKqa0S8YdojKTKlNftG0OHmxaHnMAwDh+JAN3QivhBvHH8Z0zIxTZPJ9Mxj9ZEsy7xw4QXOnj2LadgHx7Is49qYzwCFfIHevl5M0yQUDvG1r3wVVVURBIFXX3kFTdPIZDKoqkpHRwcjw3Y+oqqpmJbJsaEh+vp6MXSDSqXCenZ9z7rkcguspqdYWLiJw+EmEIhTKqU5fvxzTN5/l+7u01SqOdbWZvB4Q6yvz+N2+XG5/FQqOVpaullbm6FczhIOpwj0PossKRSL6SNH42lGSyxmU6V6vXjcHkzLpLu3h1R7O9/81W+zvraGqqp09/TQ3dtLoVCgVq0SCARoTSRoNJoUCwUURaE1maBRr9s5G7BFjyZJEq2JBKqqEvd6GR4dQdM0ioUCszOPN6l+VqAoCp3dXQSDwa0J39PfRyzeyonTp2zWh+UlEqkUoUiYarUKgNfn55nz55EkEUEUCQSDvP6lL+L3B3A4HWiqimkYpNrbae/swOFwUi6XaTYa6LrGyNhxTp07S3pl9edWO+NhiKJIKtVJIBCms7NvI/lRwe8P0tJis268996bXLz4BZrNBqFQhOPHz9LdPUClUmJk5BTd3QPU6lXq9RojI6fRdR1d12yj+tRzzM1N7irX2ijb5/HavPwbKBQLvPnOW1RrVTxuD5Iosp5dp6u9i3tT9+ju6GZmfobWWCvZXJY3XnqdWLQFgGQ8QTKeoFyt7NFSexN1u1y4XS6C7KaotCwLp8PJletXNjYrN5Io0t3Zzcz8LF3tHcwvLRLwB8jls7Sn2jl+bBRXbHci8kCvfbU+vbh7jrsUFy7FtSORu6E1eWfyA9YqWdyKi7WybTAebzvG+zNXOdV5nBuLd+iKtLOQW+LVYy/idtjl+vAS9drrzYq2fqiwiJ8WvF7vgQmW9VqdDy5dsrVwFBkQGB07zgfvXeKNz3+e61euMjg0xNLiIseGd/Pdt3fYIS1nzu0fSuPxevHsUYdarcalS5fIrq9z+YMPttaI0ePHuXr5Mp/7/OcZHx+nf2CA+xMTdHd3b8Vx2/HeEIvFiMViNm3mAVAkBUVS8Dke1EMzNN5fvsZqZQ2X7EQR7fLH4sd4b+kqZxNj3MtO0RVs487aBC91Prf1fb/Dh0/xkvDGyFrFXeUl4gkURcHv9+N1ezf8IIHerl462zuZmp1mNZMmGo5gWianx05RbzQwTZOmqoJg68zki3m62jt57uxz5PI5VE3FoTi4+NyLrOfWcSiPTmJ1Sy7cPJgzpmVxs3qPucYKDlHBKSjcrFYY8fTxXv46J31D/3/2/itGsiy970V/24b3LjNMep/lfXe1nenu4Wg4nCEpiaI050pHODoAhQsIkID7IIm6L3rQxQWklysB1IEECTiXMiQvyeGhGc6QY7p72lWb8ia9jciIyPB2xzb3ITKzKzszq7JMT1fP5P+ls6Mi1lp7L/t96/v+f27WZ4nboqy0MzhFO722LkeqZVmcdXf1aBC0XfVIkkR/fx+BgJ+hkSEkSUJRFHw+H7GeLtX1j3/4E9rtNqOjIztinCdOnUAQBBr1BoZpABZnzp6mXC4zMjqydQNsMDg4QDgcwjBNorEov/Ltb2KaJosLiw99B4eBgEAyEsfrdBMNRLCrNiRRQlVUBnv7MU2TD+99Ql/vAI1WA0EQcDvcfP3S6zRaTdwOF+cnzqKbOtVGDVVWGe8bo6Nr1FsNTo+dRJYk5teXkEQR/X4+3i12Xrtiw67YDiSdOJ6c5OOl6yzlV7DJKqrSnQ/HU5O8efcdzg6eZDYzT7vTZim/yrmhU/T4orsL2XKQWJbFBXcAwzpYk2k/PGhNsSyLU6dO8e5775LP57vriqwgCHDs2HHee+89Tp86xZ27d2m1Wywvr/DG66/vIZewb41Xn89HIpGgXC7vWWc93kj3ndlcqDYnWBax6BChYBL/uW9TrmQJBpM4HV4kUSYSGUAQRDStgWWZtNs1EvEpOp0WrXYN09QJBpM0W4+vx3JYHJ2GPkfY7Xb6BwboP4AONZFM0tvbiyTLmFuJ4ZFoDNM0Sa+nifbEWFteIZ5K0mq2GB4d5cP3PyASiaLabMR6uqqgoXB4p8xorJtgF08kGBn72Sb8PCsQBIFEKkUitX+cq2VZvPDqqyiKQrPR4Nb16wiCiD8YwDItZEXG4XCysrhEOBphdWkZWVGoVipceP65XbdE24lc5+6L1x4YHARBYH1p+fN90C8JYrEEsX1ImwzDYHFxBlEUMUyDZrPO4uIssViCfH4Dt9vLxx+/w/DwJIuLswwPTTAw0OX/3n7vQ4Pj9KWGdpUriiIGxs4Nxq46zS6bjSgIaFqXM182ZAL+AMcmjiFLMi6nC0VW8Hp387xv09rWmjUcgd23VQ6ng+pGDbfrwVoOnU4Hr8dLvrCJrCgYpkCjUWdqbBK3y0W5UkFVFJwOJ36f/8ByttvSNrSdA6vD4yTLGj7Ls6/Qm2mZ2GQbzU4Lm6xuiWCpnExN47N7cNtcKJKMx+5G+YxuyXZ9TUXDbrcd2K4vCsJWGMuDDPyuGJaJalNptVooZvdGwW63c+rMaewOO8lUCtMy8Xi8DyxrW7FXEj99z6qq0mw2cW0lnn8W26G0qrpV/9aNhsPh4PTp09jtdpLJJJZl4fXuX//OGKzV9mXCsrscNG0alraXmtPCwjANHLKdht4Euft7UZA4FZvaorp1IosyHtWF+hl60J0xoGr0unffbnk9XrweL4N9ez3t2wdw6D77zHzXMZDsTTCzMEsoEKRSqTAxOsHtmdv0RGIkexMkeuI79QIMD3SpmYuV/cNfHFE3FUXD1lE/8+wWmqXjlhyU9VrXkQR0rA7H3KP4ZA9uyYksyLglBy7p02fbLsewDKR9dEPiiTjxxP5aK5Zl8fKrL1EsFLl16zahUIhWqyuDHQgG6HQ0/H4/M/dmMbbCfJOpBKNj3dvZSDRCJBrZWesmJse7uQujw3Q6Tyc/M+IPE/GHGU4M7fm3ltZGEiXWcuuEfEFqrQZBjx+/x89GIYtlmazm1klG4txbmeGlk5d3UX/7XF1nSyqaRBREFmurO2U7vS6KZg6Ptf9cuR+a0cFtd1FqVBC36LZ1w+Bk3zH8Du/WeqXgtrtw2Q4mCdkZv3oLe+DhZCKqzUaj0dgS4juYhtY0TSzTQlVtW/PaRBQEHHY7Z06fxuvz4vG4t/aUh68rO/PbtXuO2VQnkXA/kfCntw+WZZHPL5HLL+Jxh3E4PFssjTq6ruFyBVheuUYsOsy9ez9lZOQSXu+nY8rrjeJyBTCMzzdv48jQ+BwgiuLOtfkD1TK38gYsy+Lenbvkshtc++QqgUAAURQ5ceoU9XpXSdTpclGtVul0OujG7kVmvzoEQUBVVRqNxi8UDaskSui6/kBqwO13A7CRyZBeWye3sYGiqEiyhMPp5MyF8zQadeyOPgzToFVt7qvKvt+7l2S5myei60hPyL//ZYaiyDQbHVR1/4Npu91icXGGQjHPzOwtXC4PAnD58uvU61VKpU3m5u/i94cwTWMXO8f9711RVFqtxq4E/eRIijv37uF3+vYwoExPTO1pS0tr7ahdj418aqBn8rtDpdqdNppqkIwM7Po8HAlzJ5NDW1/Gphx8EI9Fo8Si0c/kS3b/arSaJBNdfY9oNAoIpLOZfcuxsKg0qoRS0Z35HYgE2TjvZOXDDDZzb1jPWP9ekaYOOna3nRYaEwNjCIA/GGBTL302UoS60sb/ahzbE1K9fh4Y6Otj5vYd/MEAwgPm3MTEXrFNrdXGZrORy2YJhboihWNjY+RzuQPLMU2TcqHI2NCnnPR9qRR37t7F5/cjHXCYmJzYG8rabrdRbTay99U/OjpKNpvdW4BloWkarUaDiX3KcnvduH4lzvKfrONof2YMiDCS3MtkZGJhdzhoojGe6o59fzBAidoeUbiWrYPzGz14/N1DpCRJ6Kb+wL1O13VmF+bIb+a4fvsGfp8fy7L4yguvUK1V0Q0dwzQolAo7OQ+wd23dZv/q6Douea+HOTGZIvd/WyXz/9tEbu8eAwPOrtNp+3HuL7mBxoi7ayAFCdDGIMentzaWAI1pgam/+8JOmyRJQu/o+4bPbUMQBBRFYXZ2jnwuz9VPru1Q2g4ND3bDb5xO6vU6qqrSbnfzfvYTDLz/b1VVadQbyA/JF3sQZFWhY9Qf+J1CpUB6M0OutAlYKLKCKqu8ePJ56q0Gdpudjt6hXK9gmAYW1h41euhS/FqWhY6JKHX7JRQLkz2xzsqNDDbrwc8xmBzY85kAKCjUaDK65XzyBwM0aNHYMub2g45BI2FybOrhyf2pVIo7t+/g9/kfGqEwsU+IeqvdQrV1jY/Jye66EwgGyD5gXQGLVquF1ukQT3X3AlmWEMX955hpGqTT96hWcywvX8Pl8gMwNvYCrVaVVqvG+todbKoT0zQwt3KN7i9HllV0vYbN9vjj6WEQrC8jf+EzDsuymJmbxVQVgqHQoZSqO5rW9TqaJgjdo5EsyzsblmEYWKaFYehdHQHx4WXqus764hKTwyNPzNf8ZUG5XObO8iI9/X2IhzCwLNNEa3ev7gWEncVS3fbaWha6bmBZ3WtvWVYOFTpSLZWwag2mxsZ/YTVMGo0m7713l4C/D+kA8aR2u7VHAO9+nQzD0HfmxUEGi2HoFIpLDAz46O3t2fH0appGvVbnaUroylvhIfv1qWVZ1LacAZ8/BJxOJzb7bk0Ry7KoVWpoByhLP0l9Dlf3YPQsjmdrK7m7Wqv9TCh5RUHA7XYjy/Ku92EYxk5+xecFWZZxu90HaihZlkW9VqfdOPjA9biwOey4PJ96oS3L4va1W/gFN173Z8IF77Om2+02CF0DbdvwV1UbotgVJmtrbSRRxDBN7KrtwDW20WqSrmU5dvb4vg400zSpFivo2tObg4Ig4g56dm6gAOr1Ovfm79A3kNx7CP0M65Le0bsG1NYeIiAgShKKIoMFjWYTga7jUVGVh2pjaZrGyuI60xPHdkLrHhWapnHj+x8RNyLYDtBUsCyL9j4MRXbVBgiYlklH7yAKAhbdxOv9TTmLYrOMPqwwenJ819ipVapo7Q5Pc41+ECRZxuPzHMr5ur3vfN7z+bNQFGXXLYplWfzkJ7e4ed2BLO8NMdP1NiBg7YSECVvhW91x1HXSmZimgaLsdRKZpkYgmOZXf+3E56bdcmRoPEV05eCbpNNptC1xt1q9/tgbXyaTIRQKPdBr8iDIkkRvTw8Oh+OZPBx8HrAsi1q9TmZjA+Mhi0Mmk8bpdOL1+g5bOgsLCySTqYf2icftojf25IrCX2Z050OL1dU0nc7e26CDsLK8TKrv8BSasiyRTMawLIvV1e71fCKReOCV9xGOcISnA8MwyKxnaNS6HnLLslheXiYQCOD17s1Vuh+aplEoFOjZCgN+GGx2G73J+GPviU8L3bWtQTqTwTS7a1un02FhYYFUqg+H4+G3fqZpsba2SuqAEN+DIMsyvT1xbLZHFy69v/2aprG+sEanpT30+8tLS6T6+h5aX6fTYWlpiaHBoZ3bC0EAT8hHNB77hd4PnwSGYbC0lGFzc/ctlGVZLC4u0t/f/9B3u7y8TE9Pzx5jwulUGB6OY7N9NuTw6eHI0HhCdON+LQqFAhsbG112qd7ep3LImZ2dJZlMPrEq7RF2Y7u/8vk8Y2Njh+4ny7Ko1+ssLi4yOTn5CxWS9rOCZVncvHmT6enpx5o/ltW9el5bW6PdbhOPx/H7/UcGxxGO8DOAruvMzs7i8/no6el56LwzDIM7d+4wNTX1pZ2jlmVRKpVYWVlhcHDw0Hv/k651Pys0m02Wl5cPtVduv4u1tTXGx8e/cIPw5xmWZbG+vo4gCPT29j60b+r1OktLS0xOTv7Mx9tRjsZjwrIs2u02mUyGarVKMBhkbGxsz1X6EZ4tbBsL6XT6kSecIAi4XC7i8TgzMzOMjY0deWieMWwn1w4PD9PpdFhfX2d1dZVYLEY4HO6GLhzNzyMc4aliez+cmZkhlUrh8/kONc+210/TNL+Ujpuup3kJwzCYnu5SwB52fdnOt9A07bFDoD5vWJbFxsbGoYxG6D6T39/Nabh9+zbj4+Oo6ufnKf9FRqPRoFwuH/oc043e8JLJZA7dn08LR6ekR8B2zF6hUODOnTssLi7i9/s5duwY8Xh8VwznEZ5NaJrG/Pw84+Pjj7WxCYJAIBDA7/ezuLj4M4kHP8KjY3sT7+/vZ3Jykk6nw82bN0mn0+i6ftRvRzjCU4JlWVSrVe7du8fIyMihjQzozlOn00mz2fycW/l0se2wunXrFl6vl5GRESRJeuT93+Vy7dCrP4vY7luPZ3/62f0gbOUvjY6OcvfuXZrN5tF6+5Rhmibz8/MMDw8/0lyLx+MUCoUd9rOfFY4MjUNgO55xdXWVmzdvUq1WGRoaYnx8fCcs42kbGLqu86d/+qfcunXrqZb7iwrLsrh16xYff/wxo6OjT6RzIQgCsVg33vStt97qKg0f4amgVCrxB3/wB+Tz+4sWPSq6Cfwy8Xic6enpHU/b8vIy2hYBwxGOcITHg2VZ5HI5VldXmZycxG63P/Je6PV6u0KJXwJsP+/a2hpLS0uMjY0RCoUee//PZrP8t//23/ZlNHwWUKlU8Hg8j3xzv00bPTExwezsLNVq9WitfUrYzoGKxWKPnLwtiiLDw8PMzc39TBPcn/nQqe3B+bN6KdtGg2VZFItFZFkmk8lgGAaxWIxEInFow2I7f+NxJ9jc3ByXLl167EXoUa5xn1XsMHE9ITRN41/9q3/FN7/5Tc6fP7+rzO1F9LPsPQ/ru0AgwD/5J/+Ev//3/z7f+ta3nriNn8X2OPtF6kNRFLlx48YORfRhf/Owd7T9HqPRKJFIhGKxyMzMDKqqkk6nuXTpEoqiPNF8PQx+Xvr0CL/Y2CY+yeVy6LrOxMTEY4eRyrLM22+/zRtvvPHE+YhPuuc+DLlcju985zv8s3/2z3j99df3vRV/lDOLIAhcuXLlsfa4z3t/3xaYvHz58mP9fvtWeWpqirt37xKJRPB6vUc5p08AwzBYWFhA13X6+/sfq/9tNhvhcJibN28yPDyM0/lwTZEnxTOdDL59PXl7fg5DEjiI884yTdrtNrZ9vCmWZe5Qw24vCg+kPTUMevxBrrz/Pv/pP/0n/u2//bcMDg4+MsODZVksLS9TrJT3rW+/g+7259sHkdXVVUKh0I7U/Wd/LwgC7Xb7wIlrGQYjg0MHCkg962g0mszMzALSTs9vP7dFl2Jy5zOxK8J0P7mesSXYJgCtdpulLXYGWZZ3bjQswDR1hoYG8Ho9O0bmRjbL4kYaHhJeVa1U2NzcZGBwsKubsc9Nibl1YDYMA1EUD+TY3wPDIB4Mk9oybr+MaDZb/OiHd0inTSxr79y0LBNRlDFNA1Hs8uSvrCySSg1s9YW5RS0s7nz3fgiCRTQq8OpXxnG5Hm3B3PYM/eN//I/5jd/4DZ5/4QUq9doOW8r9MA0T07KQJQnDNJEkEazu2Nv5vtVVIe4KOJko6t5ESNMw8bk9DA0MfGn79AhHyGaz/NZv/Ra//du/zcmTJ59oLK+srPCd73yHP/zDPyQYDD52OZZlsba+Rq6w0Z2fD4BhGIiCuIcm3jAMNE1DVVX0jt7NnbjvKxsbG6yvpxkfH8PpcGIYJqlEP6FgaJeDcnVtFUn+dN/qklS0kZVP9x6s7TVoif7+AQRhy0jZore36J5trC2KdZvtU+9115iC0ZHRzy2/Y2Zmhn/0j/4Rv//7v0/4PlHgx4FhGPzbf/tvaTab/Mt/+S+PchsfE+vr6/ztv/23+S//5b8wMjLy2OU0m02+853v8A//4T/kG9/4xlNs4f54pg0N0zT54Po1esdGkJWDk6zXVlZ458c/YeLYMWx2Gy63G8s0cbrdLM3NU9jcxL8lgmeaJqcvnD+wLMuyWJ6dwypVCQWDDA0NPVaYTT6fJ1+tkOrfnxLu7TffpFFvYHc40DsdREkkGo2xsZHpCrxMTXHz+g0cTgeqasPtcTMwOEh2Y4NUKsU7b/+Uyekp3n/3Xb7xK7+yx7OyzSs/d+cup44d/9JNbMuyuHr1BgP9o7uSyZaWFmm1Wqyvr5FIJBFEgUKhAJaFz+dnYXGecCiCz+djfmGOUydPYxgGnU4HraOxvLREX38/Y6PjO/UYhsHM7G1OnpxGkiQajQZXF2bpGxs9lPfZsiw6msYP/uzPmTg2TbVcwePz4fF6MA2TVqtFYXOTQj7P8PgYA0N7VVgPKnd1foGxaC9+v/+J3ucXAcuy+N5fXGNhvhdJ2qv3sLJyDUGUEAWRUjmNzxtDEEQqlSyJxDTtdg273cPKyjX8/l4q1RzjYy/uKccwNBLJVb75K6ce+cCzHRa5tr5OR4R4MrmPs8LioytXukJ1FmQ3NojEothtdtLpdU6eOkWxWMTj8bC0uISh64iSyJlz5/YtK722hle1H5rS8whHeFJYlkU+myO7nsUyn3zLv3r1KnNzc3zta1/b0WhS7Ar9wwM7TrntuXVz8WMqra7o275tA9595x3OnjuHusVSdL8UxWdkKQABnz3E1OBpVOXTvaFcLrO6scjg8IONeMuyeOvNnxII+HcU2gcHB8hms0QiEd796XsMDA2wtLjM61/76p715n59A8uyuHd7lqmx49hsNjqdDrfv3GZyamLXjUOtVuP3fu/36WgaL7/yMsVikXq9TjKZ5M7tO/T19WFhsba6xvOXn6dULBGJRrh+/QYet5tSqcSLL724q+5ms8nS4jJTk/szdpmmyerCCuVMER4jKCCXy7GeXufkiZMP/a4oi/SOJAiEg/dpIBksXZmjdH0DDIvllRXeeustvv2r38bpuN8p9Nke3v7/vT0PIAdsDH51Andgfz2jZxmmaXL71gozsyXMx5iHK8vLrK+nuXDhwh4jWVVETp3qIZGM7Bona7eXyb23gtX5tL5tJ1s6k+bSxYvsfc8P7gPRKZN6dYRgPHyoPnimQ6c6nQ6CTX2gkQHdG4GhsTE+fv8D9E6HwdFRbDaV3mQSr9+HruvUazUURUF9iPUvCAKhnhiSw8VQ/8Bjt71ULhPuiR7YblW1cffOXfx+Pwtzc0R7epi5e49QOIwoCty4dg1ZVrh35y6qTaVeq2O325mdmSGZSuFyu2i32qiqDV3X9xga27Hpytbi96yyWhwEwzAQBGkPY0U4HObHP/4hy8tLZDJpAoEgjUYdwzSo375FsVTE415BUVRcLheZTDf5d3BwiI2NDG63m8Z9yXfb78npcNNqtXC5XJQrFbzh0KGNM0EQKGxuIkkS77/1U9ZXVxkcHWF4rKuyK8syWBYej2eHa/6w5fojYYqV8pfS0DBNk3Ta2GNk3A9D18gWVmjUi9Sqm3i9EXS9Q7tdI5dbIJU6AYJAq1Xb9/eCICBJKhsb3THzqE4BQRC6BwS9QzgRf+A602q2WF5apFqpspHJMHVsGofDSaFQYGVpmXMXLyAIoKgqjcb+/SwIAuFIlOzKypGhcYSfGfK5PIX5PMO9/YjC7nXNtEyy+RzVWhW304XNZqfdbuHz+rh66xqDqQFu3buNIIpIoojD4eBvfuXbCF/dPVda7RZ3PrrFsQsnkOWuGvSPbv4Jjd4l1JjEzoHFsqgWG5Q3a7h9DhAE+r7qoOKYYX0+h8fvIL2wSe9gmM10CUM3Ofb88H3CtxbFxh1yN9Z47dSv7szZUrlIOPrwg4+u67SaTa4trbCxsYGAgOtb32D23hy98V4GhweBbnWfZcO6v+xtJ5TX76HRqGOz2Wg06vj8vn1CqgR6enqQJJHr167vJONmN7I4nU4++eQTwpEI+fwm5XKZubk5kqkkiiwjiCK6ru8ubYtdr3vju1cx2rIsFm7PIS8aDHniOyKJu/vdIlfMUW3UcDmc2FU7La2Fz+3j2swNBuL9dMwGmasrdPQOPreX02P7Gx1G22TxpwuIL4r4gwEsy+Lu965h/r/WiGpdQzRKnHP8bfjv0LFapLUcEiIIAgHZS1Wv45Ts3KrPMeRIsdha44xnqvud+/uPNtd++CPO/L9fx+HaG+3xrMKyLD74YI4//iMLUdgbz/d+UgAAxVxJREFUpaDrbarVdSRJxbIsHI4gba2KLKnk8neJ954ml9tE68T58EoPkqR+pnyTDz5Y43//3wUSyQgAy1cX2Px/XCdS9e4ZARF6yWo2Gh+tYBdVnJKDhtHEJ3u4Vr/HsD3JbHOZk+5xHOLuqBmTDve++xYT/5+XCUQffgv5TBsaQFex+SHeiUgsht3hYPLYNM1mE5fbja51qNdr6LpOamCA4uYm7XaLnt74Q6n0BEF4YqFKiwe3+8y5s5w6cxroLmaGrlOr1XC6XJRLJRRFweP1MjA4iD/gZ2V5GV3XGR4eYSOT4cy5cwDEk4kDD1df9lhwgb3tdzpdvPHG1zFNc0u1s4LT6aLdbmG3d4UJc7ksqqqSz+dRFBmn00WhUGBkpMsDvp8Bse2Bgy2v1SGU17dhWRYer5fLr77CwswsL3zlVYLhMJZlsrK4RCQWY35mhr7BQTqdDoV8nuAhr6IFnnwsfpHoRgLsfZeCIJBMHqPdrhONDmFZICsqAqDrHUqldZLJ45QrG/h9PQiiRNS9/01Qt/zd6uKP004OmCuCIHDy9GnqtTqj42MYhoHDbkcQRUzDYHlpieMnT7C2uroljimSfIAI106IxBGO8DNCbm2DoZ5+ZGnvXlEoFPmjv/gu2XyWeE+cy+ee487sHc6dPEepUmazuEkkFCG7mWVucY5wMMyFU3ujAhx2BwGbj2qlQiAYpFavUrIt4XHudhS2mzpXvn+Lpdtp4sNR+iZi1MstYv1BasUGWqtDR+t+xzQtwgk/pmkhK9vrtoDNJVC0LVFv1PBsKZLvd+D+LLrzTuDsuTNdcbnFZaaPTaGoSjdsqq3RarWQZZmx8TE285tEY9EHltndO7bL33+9c7mcvPHG60DXgVqpdPetTkfD6XTuiI36LvlYWV4hHAmTz+dJpVJEohEmJyf2rfdACXWgulJi3Dt44Dsplgv88U/+lGwhRzzSy/PHL3BnaYazk6cp1cqsbKyyurEGQLPdpL+n78AzhSiK9HniZJYy+IMBTNOk/Gdr9Gn7a4rMNVb4i8JbeGUXqqDyiv88n9TucNI9TtmosdrOUNFrmJaJ8plwWRWR4DWZ3HyavuOHiw54FmBZFlc+KCOJQ/u+k1zuDvdm/gKXK4wkKgwOvkJm4xrRyBStVplM5irr6U+IRibpdFrI8u7DvyCIGHqCq9cyJJKRbgj49+dJVPdngctqBf6vzR/RMFuEZD+Xfae5Xp/hnGeail5jtb1BxajTMFq4pN1hySLQs+Im89EygV/6eTA0DoF3fvwTPnrvfXqTCSLRGC6PC62tYXfYabXaNOt1bA4Hsizz3d//A/7uP/wHuNzuL7TNkiTtGDuVcoU//e53SafTxGIxzpw/x9WPP+bCxUssLMyT1FNdD5Fp8t577+P2eOg7hBLkzyO2byB0Xef73/8e129cI5VKMTgwRLVaIRyOUqtVUVWVcDiCprX54IP3aLVaJJOpffNdnhTLCwv84E//HEmWcbndXHzheb77e7/Hcy+9yNL8PIFQEMMw+PM//i6SJHHizOlDGxo/z8jlF7l+/XvIsg2bzcXIyCVm7r3NyOhzZHMLmKbBRnaOQCBOLreA39fL+PiLX0hbZ+7d4wff+0ucTicut5sLly7y3k/f4dyFC8zPzVGpVFhaWKRvoB9ZVlAUhXDkqI+P8GzAMq0D9wuH3UFvtIe/8dVfwu104Xa6GRkcQZYknA4HNtXWPUgmU0yOTmAYJo1mA6fDucfDL0sShtGN0zEMA0Hae/CWFRG338nr37mEL+xGUWVUu4xlQSDqRRBA1w1OvDBCu9VBb+t7wr0EQQDRfGSilFarxZ/9yZ8zN7dAItHLsePH+N5ffJ+p6UlWV1ap1+qoqsqtm7fxb91MPMzQOAy6N6/dsNw/+e6fsLCwQDwe5+Spk9y9c5cTJ0+wtLhEJBJBkiVWV9fIZrPYVBu98d5Hrs+yLATzwc5Oh81ObyjG1597HZfDhdPuZDg5hKqoOG0OVEVlKD4AgG7oaLpGtVHDrtp3QtzuhyiKmFt9jwVC+2DDzyu7OOEe45R7ErBwS05+OfQyFhZO0Y5NVNHsHXTLQDA7qOLu+iRLRG8/m0xdD4KuH9wnNpuXVPICvb2nsCwLm82Dz5fCskxsNi+q6iIcmaDdKiOKIm2thqq4PjMHRTrap3FyVuvgmDmnaCdp6+G0exJVVHCIdlK2XmRBQhVU7KJK0taDW3LSMtvYxd1RMSIi5iH74OfC0Gg2mvQNDjB98iSCKJLq7wOgVCxSLVeQFRkscHk8+AMBZFnZlXT9RUMUBeqNBqfPnCGyxYrzjV/5Fex2O61WE4+3u+Dpeocz584hydLOhP5FNDa2UavXmJyYZGxsAofDQSRyGlmWWV9fwzQN7HYHyWQKt9tDtVpFluXPpd8t6MbkXziPIIqEo1F++dd/DVlRqJYrCILA0OgowVAIwzAIBIM7ZADPyhj8QmBZSJLC0GD3ds7njXH69K8gSTKtVg2n0080OkSzUaanZwy/r/dQXsvPA6Zp4nA4OH/pIpZpEo/H+ea3v4UgijSbDYKhEHa7nXK5TKfTIZ6IP1NrzBGOsB/aWpv3P3kfl9PFzPwMoiBiWhaVagWH3Y7d7qAvniKdzRANhZlZnKNSLeN0uPiVN375kce2aZrcem8Bu0slu1wgv1bqiv01OwgCOFw23IGu91TvGPgjHrLLBdKLm93wqSeEIAjUanVOnDxOqi9JMBhgeHRoJ0TXZrehKArPPX8JraMhidJTncfd+mucOnWKZDJJOBxmaGgIm822FS7jRFFkfD4/YCHL8lYY8f438Y8Dy7L4+N41Wu0mqqIyszqHKHTDs+qtOl6XF5tqIxVLMrM8y4Xpc7z70fuUqmUsLE6PneT4yPRj1d0y23xYvYlm6SiCzO36HCYmFb2GU3JgExX6bXHuNRdJ2GJ8WL1FwhblmGv0qTz7swhdb7Oy+h6mqYMgkNm4viWAWUFRHMiyHZ83yWZhFpcrgiiIrK9/jCjK9PU9x4NutfaDaZm8X72OYZk4RDszzSUsLFpmGwEBp+TAL3d1U3TLICT7SWtZznuOP/Yc+FIbGvVajXw2S6Ivhap2czlMw+TjD64QTyYwTYt4KsnK4iLJ/n5uXb1Go9Egs76O3eHguZe+GO/oNizLYmVpGcM0uPjcJWw2G5Iksb62jq7rhMIh3B4PNpu6w0O9vKVCur66xuT0NIlk4gt9hi8CxWKBcrnMxMQkdpsNWVbQNI2PP/mIRDyBaZrEYj0sLi4SCoVYWVnG7/fzox/9NR6Ph4sXn3sq7chnszQbTbRWm4svvIDD6UTXO9z45CqxeC+mYdI/PMTaygoDQ8PM3buHrutspNPM3r2LJElcfPGFX8iDaLvdzWEYHXkOWbEhCiKF4iqVcpZAII7d5sbp9NNsVkiljnPv3tuUiutEYyP09oz9zNppGAZLC4vIkszlF19A3hLlvHb1Kh6vF6fDSW8iQa1aJdbTg8PhoFarkV5f5+6dOzz/wguPzHV+hCP8rCAgUK6UKVcreN1eQoEQN+7coCcao1Qp47UsiuUiA8k+nE4ntUYdu83ezR14rHVLoN3oUNnssruFk36W72TwBJyYhrXDxNQ/1YtpWDhcNjqajqk/GcW5ZVmsr63T6eicPnsKm82GLMsUCkVWV9aIRCOoqorX4yGXyxOOhLl29Tq1Wo1Mpo9gMMjI6JMZOplMhlazxdlz57Dbu/UXi0Xm5+fp7e1FVVQCAT+rq6sMDQ1x5YMrmJbJlSsf8txzl4jFYk9U//0wDJ2VjTWa7SbDySHWc2kAZEmmVC1jU1WmBsYZTg7htDuIR+I4bA5aWuszidyPjpJepWY08MsevJKbO41lomqQkl7BK7kpGzX6bHE8sguf7MYp/nzT4QqCQLtVod2uYLN5cTgDZLO3cLtitFplbDaTVquE39eHojgpFGa3mBgfHDr3IDSNFpt6GUkQiatR7jUXCcheDMvosp1hMeEYxMREtwwc0pP1wZfa0CgVivzwe9+nVCiQ6EshihKlQgHLsvjw3XfxB4JcfuVlNtIZYr1xWq0WHq+X+ZkZQuHwdkDlF/oMn3z8Eetr69RrNYZGRlhfW8Nut9NsNlEUhUAwyJlzZylsbuJwOCiVSqiqSk9vL7Gep7fwfJmQTq/z1ls/IZ/PMzQ8TKfTodVs0tY03nvvHQJ+P6+99jXSmXWGh0cwTZOPPv4QXdcZ6B98au1Yml/gxsefsJnPMzQ2Sr1W67JMNZvouo7X7+OVN14nm84wNNr1yNjtdlaXlnG6XXh9vsdcJr78qNeL3L79I+qNAsFAElGUqdULgMXc/Pu4XH7Gx16kXM7gdofodFponSZau/Ezbaeu67z1k59QLBRwOB1EolGWFpdwu13UanV8Ph9Dw8O4PW4MXcdud9BqtajXGzt0xkc4wrMA07LQOxqaprGRy9IT7bK8/Y2vfn1nv7l59xajQ6M8f+458oU8ut6hPzXA9dvXsTfqjAwMI8sKd2bvoBs66Y006ewGzWaDZDyJx7M3JFnvGJiGSbPeRmt2OPHiCKZpIUkirYaGx++kWmwQSfjxR73ceX8Bh9tOp9Wh3dRIDEdYnclimiaVzToLN9fpG+9B4dHCYG/euM3C/AKlYomRsRHyuTyyLNNsNhEEAZ/fx4svXSaXzREI+AELVVXZzBfo7X1y4oa52TmuXbtGLpdnfHyMSqWCZUGz2V0rfH4/r7/+Gpl0htHRUQRRRLTA7XJRLpUfy9AwDAPDNGhrbTKFLKlY1xF3evwkw4khFEVhbnWeY8NTDCcHWVhbwm6zIwoCPo+PhfQS1UaVnlCM6cEJrs/d6uaydDSqjSrXZ29iU+3IksSpsRN767cMDMukbWnktAIJW4xX/RdQRYWq3kAWJOpmkx41zJRzmNuNeXrUMKqgMN9a5bznGHPNFTJaHq/k4np9BpfkYMCdfOL++KJgmgaWZaDrbWq1DXy+JENDryLJNrR2FUlS0do13O4Ysdhx8vm7OJ0hbDYPudxdentPU2/k6HSaZLO3iEanqNUyFEtLJOJn9taHiWGaaFaHrLZJ3BbjovfETh/YRIW60SQgeznhHme2uYRP9uCSnNxrLnDMNUrb7LCqbdCjhLhav4sqqEy6Dp8f86UwNO4XwKnXani83eSvnngvf/M7f5dmo0k+u4HD6dqhlrQscLndhCJh/KEgrWaTnkQct9vNsdOnqJbLZDc2cHu9OB0OyqUypmmiae2d8p9m26vVKk6ncycvY/vz6ePHGZ+cpKenF0mWmJ+d20oWhVhvD4os02g06I3HsSyLr3/jG9hsatfTks4QDAURALvDQbFYpNVsorU1qtUKo+PjT+05vijc3/e1WhWv18fo6Bh9fQNdfRTLZHZ2hlqtxqVLz1OplCkUNnG73bz21TeoVCr09w9w5sw5Oh2NjY0NVldX6O3tRdM01tfXD1zAt+tubzGE2O7TK7Esi0RfCo/Xi8fnRVFUBFFgYXaWoZER6vU6pmESTyYJhEKUi0XiySTVSoVf+tY32UinkRWFer2OYRh4fT6KmwU0rY0giKg2lXarhdvt+Zzf8OePTxOfLZrNCg6HD5+vh0vP/R2srbCEQnGNajXH4MA5NK2BIIjY7W7c7hCa1mR6+jUkSaHVqlIorOL3d8OoSqV1vN4oylO6NNiZr5UKLrcbRVH49b/9t7b0MiRy2Sypvn7GJycwDYNGo0Gz0WRweIj0+jqmaRIIhhgdG6NQKFAsFJAkCX8gwOrKCgICsadwaDnCER4VhqHz9gc/ZX5pgWw+S3+yn2w+y6ljp6jXa/Ql+yhVSricbrSORm4zx9LqEn3JPjq6Tr2xicNux+PycO3WdfoSXcKD1fUVNosF7Db7voZGeiHP2myWuWureENu7A6VWrnB+TemmLu2RnI0SilbxTItIskAbr8TSRaptzqU8jV8YTeb6yWiqQCCIKC1OtRKDQLe/Q2N7TncaDSQZXnnRvHFly7z/OVLZLM57HYbm5sF7HY7vb09zNybxelyEgqHSCQTLC+tkOpLkepL0Wo2aTZbFApFAgE/pVIJTevQbDbxHJDrud0GXddptVq43W7OnjvLyVMnd5LOl5aWsNvtjIyOUCwWqVZrRCIRUqkUpWKJeLyXaDS6Q2U7OzvL0NAQmUyGXC7H+CH293K9wpVbH3Fz4TaGYZCMJVjdWOObL36dD259xPMnLtJsNynXKoz3j2JZJm9ffQdVUYlHemlrba7c/pjTYycIeQNU6hVKtRKRQBin3YmqqMyuzOFyOPc1NMp6jU9qd7jTmMfColeNsK7l+HrwBT6s3uKC9zglvQrAsD3FhraJYRm4JRcbWp5hR4oNLU/FqJGy9TLTXKJXjTDAl9fQ0LQqq2sfksvdxjA6+HwpKpVVxkZ/iXTmE5LJizRbJSwsQqExqrUMnU6DaHQaXW9hmjpau04udxtBEAkGh7h778+RJZXenr2sYHWjyUe1W9xrLNI2NZK2Hta1LF8NXOJmfZaznmkKehnd0mmZLTa0TapGnV41woa2Sb89QUbLIwAxJUjTaJMziz9/hsZGOs3q0jL3bt/GMk1SAwNkMxtcevEy7775NqfOneXm1WukBgY4de4sf/jf/0dXan1sjHAkzHtvvoWsKKRX1xiZGMcfDPFnf/jHhMJhUgP9TBw/xpV33sGyQFEVzj/3dEJrDMPg2idXWVleZnVlhcGhIer1GvFEgkajgc/nJ51ep1Iuc/nFF3E6nSwvLVEsFkn19dE/0I8giMzPziFJEplMmtGxccYmxvn4o49wOBz86K9XmD42zfGTJ3nrxz/pUvhu0WuGwpGn8hxfJDKZDMvLi9y5cxvd0BkcGCKzkeGFyy/y1ls/4dy5C2iaRjAYRBRF/uJ7f4YsyZw4cRJZlvlv/+3/pDceZ3hoBLfbzUcfXcHlcnH27HlWVpa5e/cOFy5ewr3FBX8/5u7eI7O+zuzdu4TCEWwOO6Zh0Dc4yPrKKl6/D4fDwd1bt1BVlde+8TdQFZW//ovvEQiGkBWZRCrJX/zxd+mNx+l0Orjcbmx2O416nXwuj97psLaywm/+r/+ARr3O+2+/TbPRoN3W6Bvo59KLX2x439NAo1Eim50jszFDq1Wjp2eMcinNyMhzzM6+w/DwRRYWruD1RBBEkbv33iQRn0JVndy99ybNZoVj06/TbG6wsHiFSHgAlyvI8spVVlevc+rkLxN4fJ2vHei6zu2bt1heWiS9ts7Q6AiVUpmBwUE2Nzfp6e1heWmJjcwG45MT1Ot13n/3PRRFIdYT4+b1GxQ2NwmGQrz8lVd568c/oVqtMjE1ycXnnmMjk2F5aYlvfvvbT97YIxzhEaHICicmTzDUN0RH73Q/UxR8bi9ejxfd0NnIZXE5nTSbDYYHhggFgmhaB0kUGRsapdao43S6eOX5lxAEERA4MXWCZrOJae0f3hRNBXD7HcSHIqj2raReAcK9PnoHw6zP54kPR3B67JimtcM+5fI50HUTrdVh+GSKZq0NgMNtQ1YOYI20LG7dvM362jrzcwtbidQWDocDn99Ho95EEEDTOsTjvWxubjI0PEiz1eLmjVuYxmkcTifvvP0uPb0xwuEQa2vrrK6soSgKX//G16hWqrz15k+p1+qMT44zOrpXOG1paYnV1VVu3ryFw24n1tNDYXOTCxcvcOWDK4xPTHDz5k36+vsZGBzgu3/8Xaanp7FME7/fzx/90R9z+sxp3C43oiTyzjvv0m61SCQSW+rQ3bDgh8Hv9nF6/CQD8S7jmGkaXJw+Rzzcy0hymEa7wUYhy3j/KI1WE1lW+Mq5l2l3NHTDIBaMkYolababWFiMpobxuDxoHQ2X3cmJkWPEI3EW1hb2r1/2cMI9Rp+9F0WQMSyTs8I0USVEXzhO02yRtMWIKWEMTCadQ3QsHb/sxcSkZbYZdw7SNjX8sofnvCfJd4oPfe5nGTabl96ekwT8/YiihGmZJBPn8Hh6CAQGMU0drzeB1xPHtHSikUkMo4Np6iiqi2arhNcbx+kK0W6VsSyDqclvk858sjUnd8MtOTnuGqPP1osoSJiWwVlhirASZMiewrBMetUICVsUwzJ33rdHcjHmGKBtaow5B2gYDSygz97LajvzSM/8pTA0PF4vTreLUCSyIw4UiUUJBEO8+rU3aNRr9MTjKKpCR+swsmXpK4qCBYxNTVEtlwmGQiB0PTuTx491mSDkLvvTyPg4pmWxvLD/hHkcSKKEcyvcQla6nhW7PYzP52dyahpJltjM5xkcGtrxao9PTlDY3CQai9FsNncE5dpam0SyK1CnKArDIyPUqjUmJt07yWJT09OUyyXcHg/VSvXnIvbf6/XicrkIh8O4XG4sLGLRKIFAkDfe+CUajUZX+yQUptlsMjk5jSSKdDodQOD4iZNIkoQgQCAQZHR0nI7eQdM0BgaGqFQqB74nl9uNPxCgN5HA7emKA8mKwsDwEPFUkpnbd8jnciT6+mi3WjTqDcqlEkNb+hnW1g3cyPg4lmWh2lS8Ph+VchlVtdE/NIjWbndvozY3KWzmSfR1iQwMw9il9/Flhs3uRlUduN0hfL4esEy83igOh4fp6dcQBAGPO4zD4d2iux1G05pIkkI8PkmrWaXVquJ0+ggGkrTbdRqNIn5fL+Vy5qmNc1mWd8Kj7HYHsiQTjkTw+nwMj46iqAqrKytMTk+xmc8T6+lhanqKfD5PvV5naHiYYCiIpmk06nXGJsZ3+O+bzSaVcgXlaV29HOEIj4FwMEQ4uPuAalkWM/Mz3Jufwevx0Wq1WE2vMdA3wGp6DbvdQW4zj81mY3FlCUWSGUgN7JS3XYa1pcvwWdgcKjaHSiD6aaRAcaPCJz+ZQbHJ2B3qDtPU2mwW6BoTmZubGLpJOV9j9HT39kQQBHwhNwhQXe/sfUBBwLV1M9HpdHA6nYiiiMvlYnxiDMM0+eSjqwwND26pdbfQOzqpVAKfz0tH10mEAoyOjyCJEtVqlb6+FIqiYLfbyeXyCKLI+MTY1nze/wjl9XjxeLz0xGJ4fV5AIBqL0tPTw1df+yqZTIZEMoHT4cA0TY4dP4bD4aCttbHZbUxMjlMqFin5fAwMDjA5OUGxWKRQKGCz2Ugk9uow7AdBEIgEwkQCexnwLMtis1ykUC5iGCY2VUUQRJx2J/lSHlEUWc2u4XV7yZfymJbFRP/Yzm8FQUBVVFwOF32xJIa5l4FIFETCSoCwEtj5rKLX+LB2E8uycMtOVEGhYTYpdEQKehmHaGOxtoZf9pDTClzyfuqlH7KnGLQnadB+6LM/qxAEEZcrjMv1aZ9YlkW5vEw2dwebzYMs2Wi1SsiynWp1Hbc7RqEwh6I4yWVv4fOlCIfHcNi771VRXAwNvrIvbbqAQEjxE1L8O59pZocb9RnKehWv7MYmqhQ7ZdySi7nmMv32BO9WrjJgTzBXn+Fl33lCsg+APlsvKVsPxiOoQH4pDA2X283U8eNMHT++9988bpwuF6ViCZvNRrPZILV1E2Cz28im00R7YrRbLZwuJ5u5PG6Ph/PPd28ttjtmYGQY0zSJ9sQeN79mLwQeGL5kWRbPvXAZl8tFqVjk+tWr9MbjeDzdcBm3x0Nhc5Pzly6yMD9Pf38/H3/0MYXNTUbHxnaVAzAy9ikzQ73eFRBaXvhyH1ZdLhfHjp3g2LG917KKorC6uoLb7UaWFZrNBoMDXd5wTdO6gnc+H4Igohs6Xq+X8+cv7LwvQRAIBLrX8Rsb6T3l9yYT9CYTHDt9as+/OV0ujp06iaIoSLLMxnqahZkZxqYmd8r3+f1kMxkmpqe4cfUq8eQQ1z78iAuXn2dk4tNxsW0YR+4L4TJNs2to/BzILciSQiIxTSKxm6nEskxKpQzlygaxnlFsqpNOp0UsOkK5nME0DVrNKuFwPysr1xkdfZ7x8Rd39Z/XG0WWVWD5qbR1fGIvX323rRYbmQxut4fBwSEsLErFIqn+fhS1a0AuLy4xNjHOhx90VcRPnTmz81uAr7z+GrVq9Rc2L+cIXxxEWUI3dFRxf0M3nc3Q1jRu3r1JwOdHEATcLjd+rx9VUZFlGU3rsjBtEyLcj+3/b3c03FvUp4qiYHWEfZniypt1dE0nt1LA4bYjiAKegJPEcAQEgXqlG65qmRayIu2m8BS3NHM6Eoq8l2Z1YHCAgcGBfZ/TsixGx0ZYXV0lHu/FnYxTLBbx+/0Ioojb5WJ1eZVAIEAul8PhiBKOhIlEI7vWnVQqSafTodPpUC5V9tQTDAUJhoKcPHliT/2dTodSqcTAwAAup4t6vc6JEycolUp4PB5WlleIx+NkMhs4XS5UVWVsbGxX/S6XC5vNtm/d29+xDpYK28FGIYthGtxauI3P40MURCzLxOvyYFdtyJJMR+8gIKDe9673Ey5sdVrIavdIKYgCllfcv++NGg2jSUEvo3RkRETsosppzxRuybkjLtix9B0NjV1lWNCRdJzuL5cIcVdk8WC9l1oti2l2yOVuY7d356CFhc3mRZJU6o08iuIEQUCSlJ0y76sB09Rwuj7teNGnYGHtEWxsmW0KepmyXiWj5bGJKgICSVsPPtmDIkhIgkjb1JAFeQ/rmoBAmw6y53B98EwbGoIgYJnWQykt89ksCzMzZDc2EAQBRVWx2+2cvXSR1aVlLly+TLVSoV6r7fES31+uKIrd24ByBekRBNv2gygIOxSmD3o+j8fTTV6/coWNdIYf/tVfEwgEEEWRs+fPk06vc+z4cQzDoFQqU6tWqVarRKLRXeV8Fi6XC8uydqj5vmzoiiDtr3q6jbm5WWZm7rGeXsdut6PICn6/n5GR0W6OhGmyvLxEIpE8UN3VbrdvvadPE3e7fOD7eMs+A4ezy77RbDT4+IMPyG1kqZTLeH0+wOKVr73BzavXiMRitJotCvk89Vqtq9R+X77HQQJIbo+HSqn8SOKBzxK6lIygH9CH7XaDhcUPqVayNFtVHA4PIDA9/VVWVm8gihL3Zt5ClGTaWh3D6CDLu5XibTbn1hh5snEuCgLWA+Zru93myvvvk93Y4IP338Pv76rfvva1N7j2yVUikQitVovNzU3qtRpaW9vRbLm/XR6vl3artUed+QhH+DyRGEgye32OVDiBtI9o39mTZ8GydvwaAiCI4s7YvXTmAoIgMDY0iiiKNFrN3QVYUGvWaIgtBrxdR5nL6SYlnGQ19xGqR9x11OkdCNPTF+oK225XSJfqHcAbdGNZFqLYPeBozc79VaFVTfrEszidn4a8iqKEeQhdjXv3ZlhfXecnP3wTf8CPJElMTk3QaDTo6+/mo1hAuVSh4q+S3HoHn11fFEXpMkcVSjvtFkQBcx/P/v348MOPWF9b46033yYQ8CNKEsePH6dSqTA83A1rEzWRcrlMtVIBEnvq397fHyT8GRnvZeHqCjFXGPGAtfHY8BTTQ5Nbh1FgSyR3+/unxo93mcDo9k2z3dy3nI6hs6ptMDF8fKetPb85xvqdmwSLzl0Os7Aa4LK6N2lZRMSndMdOjz3MllwtLbRdv9cknerXFMaGHl1f5IvGy6/08Lv/32U6WoTPerRjPVPErCm4bxbezyw10P/8LmNT1z/bFwb+QJpz5yZ2vtP/K5PMvf0OkRUngvVpfYqk8Jz/1J72iYi4le6cuuQ/hYDAEBYddDrWp+r0hmiQO9Ph1LnDkesI1jMsUWtZFh/dvIEvGcfp3htDvw3DMKiUSrBtdW2xSfkDgZ1yWs0mptk9uLo9ByfYmobB8swsJwZH9o3bPyzKlQpL66sMjowcinmmWq1i6Aa63kGUpC3r14F960CqtdsYpkl7iznrQcrm26jX66SXljkxfexLZ2xYlsWtW3cIhXrxevZPzu90tC3a3209ka4oVZeDfOtWoNnAMk0kScbp3J+Wr9lssrIyx4mTx7aEcNp8ePsWyfHRA1XXP4tSsYggCBh6N4wNAXw+H+JWP7Waze4G2WrhCwQeXNgWTMNg+d4sJ4dGdkIGv0ywLIu3377NJx+5UVXfvt+pN4oICJiWubPsOp3+nVhTTWsCFrqu4XT69y1D61SZni7xyqvTjz3Oi8UiK9kM/UNDB87XUrEIgoCh61t9LODz+Xbm4nYft1stfH7/vm2xTJPF+QWS0RjBQ46DIxzhSWFZFo1Gg2w6e6jD+OPA4XIQ6+3ZtTcZhsHaxjLlRhGe1lFDEPC5giRjXabJbTQaDe7N32Z4bPCB+2O93qCjaei63v2eIGCzqTv7Qz6XR5QkRFHA5XIfGB4FoGka8/eWODF9akfz4sbNG4yOjWCz7e/trdfqaJ1P6xcEAZvNtlN/NptFlmUEQcTjcR+4B3XJJkqMjozuv9ZYFqVCkcJG4YEGydOArEjEkr3YHfadtliWxeZ6nsJ8FsynV7/qdRCfSqGoe2/WnnVYlkUuV2RluYD5FN8JgKJKDA/HcLudu/qgslkmezeNpT+9eS87FHqnU9idjsOF8D3LhgZ0J/LM4gKNdotms0mxWKQ3Hn9o+IGuG9RqNfz+/Q84B0ESRAYSSQIHHBQOC8uy2NzcZD2TwXxA/Es2myUQCKDso7S5H/L5PAG/H+kQB2C7qjI0MPil5fHXdZ35+QVWV9a7zD1+/0N/02q36HQ6eB6BrUm1yQwNDe5sDJZlUa3VmFteQn+Id+pByOc3CYcfnrC3jVarTS6XIx7v7SrHP6Wx+EVC13WuXl1gZbm2715TLpWw2e07BvVBKJdKqDbbHmV3AUgknZw+PfzAA8HD0N0AcqSzG490Hsrn84TCoT1X059FvVGnWq3SE4sRj/UQiUS+tH16hCM8i+iy0JVYWVumUi1Tq9Xo7Tmc13s7md3lfDSHjizJDAwM7aikb+d9LC4uohv6wwvYQrFY7DqmHuKU1HWdTCZDvLcXj8dLf3//oZyORzjCF4ln3tCArmd6fX2dcrnM8PDwgZ6C+9FqtVhfX2do6PAUXNt4qqrRD3i96+vrtNttBgcPr+1QqVTY2NhgdPRwSplf1sPMdizr/Pw8drudVCp1qJuhUqlEvV4nkXg0IcODPEJPgps3bzI9/WgKqoVCgbW1NaLRKNFo9OdCh+Gg96jrOrdv32Z6evqhz6lpGnfv3j3wu09rnD9qnx+2jy3LYn19nUqlsqME/GWdm0c4wrOIbeKUpaUldF1ncHDw0A68QqGApmn09Dw69fTT2Dvu3bvH0NDQoW7Qt/eIwcFB3G730TpyhGcez3SOxjZ/9Pz8PKFQiKmpqUeeVF/0JDxoEUqn07RaLYaGhh6pjV6vl83NTQqFAsFg8At/vs8DlmWRzWbJZrMMDg7icrm+kH5/0hutxyknFAoRCARIp9PcvHmTVCqFz+f7UvfzQXNgcXGR/v5+xPtiwQ+Cqqokk0nm5+cZGRn53N7Ho5T7KH0sCAKJRIJgMMjs7CzhcJhYLPal7tcjHOFZgWVZ5PN5MpnMY62Z27cRT2s+Pmo598fePwzBYBCv18vc3BwOh+PQTrgjHOGLwjM7Ok3TZHV1lcXFRUZGRujp6fm52JQty2JjY4NGo/HIRgZsJfj097O2trZF4frzg+1r59u3b9Nut5menv6F9NiIokg8HmdiYoLNzU3u3LmzQ3X884AulV95izXKe2iaxkAggCzL5HK5L+W7EAQBp9PJ1NQUnU6HO3fu0G63v5TPcoQjPAvYdkbevn2bZrPJ1NTUYzlmRFF8KHnL543DtlkQuhT34+PjOBwObt68Sb1eP1pHjvDM4pm70dhOWltYWCAcDjM5Oflzc9BsNBpsbm7SarUYHh5+7OcSRZHBwUGuX7/O4OAgweBTUCv7grF9y1MoFBgaGsLhOFyS0bOKVqvFzZs36e/v36ErfhRsbyZDQ0M0m00WFxex2Ww73qvD3AI8q+iygS0/8g3ltpF969YtPB7PnnyNLwtEUSSZTHaTV+/dIxaLHeVsHOEIjwDTNDFNk7W1Ner1OoODg9jt9seeQ9s3Gl8UHuc2RRAEIpEIPp+Pubk5vF4v0WgUZR/64SMc4YvEM3OjsU3FurKywvLyMqOjo08UWtBqtajVas+MlW9ZFv/+3/97/sN/+A8MPYDZ5jDY9oz+7u/+Lv/lv/yXZ+YZHxXb9HyNRoNbt25hWRZTU1M4nc7H6vdt79az4N3RNI3/+B//I+Vy+YnK2e7riYkJAoEA7733Hv/iX/wLarXaU2rpzxaaprGwsEAikXisJEZRFBkZGWF2dvYLv+UxDINKpYLxGCw+21z409PTNJtN7t69i6ZpD6WsPMIRftFhmia/8zu/w3/9r/8Vp9PJ5OTkEzmmtm/SuwyGP/u5ZxgG5XL5sSIUthmrJicnAfin//Sf8s477xytIUd4pvBM3GiYpsn/+B//g0Qiwfj4OKlU6okt8rfeeovf+73f4z//5/98aIrS+7HDGrWximk9+ZWqrus02jVefPUy129f3flcEmX6UwN43J4dr4qmacwvLdLStAeW+cvf/haffPIJn9y8ztNQGRQAn8dDf6rvc4/53E6O/cu//EsuXLiwk+T/pP3+R3/0RywtLfFv/s2/eaK21Rt1ZpeW0B6bCtLi27/5G6xu5lgvFh6rBFkUGUqm8G2FFwUCAfr7+6mWK/zJH/8JJ07sFTF8mhBFkXgy/tRyRCzL4g/+4A/48MMP+Tf/5t88dpk2m41arcZv/dZv8Tu/8zuHIof4PJDL5fjn//yf87u/+7vE4/HHKkMURfr6+qjValy/fp3333+ff/AP/sGX9rbmCL/Y0DSNucUZGu3PzxFSLpe5cu1dnr90GZv96cz973//+7z99tv8+3//73/mtwGNRoPf/u3f5t/9u3/HsWPHHqsMTdPIlUuE+5J89wd/ieByfA57uEDA5WK4f+CI6eoIj4RDn8Aty6Ld7tJvGk85lnF+fp7/+H/8H/zWb/0Wff39LK+sEPD78Xg8u/iAW+02i9kM7UPQxskhP+MXznJjZfGh3xUQ6PUHiPgDO/WVyyVWc4v0j+4+dF957wqCKDI2PkKlUkWWJRwOB7quo9ps5DayrK6scfJMVzVa73SoVKp4bA4uvnCOoZFBYj2fKkDrus69e7c5NnZyRzzuxt079Az2E3M4Hmg+NFst1nNZVK8Hr9eLZYGsyGjtNo1Gg410hlarRV9/P5l0mtPnzj6wPAso5PPMLswzOjS8y/BZW8vS6Tw9HmbTNPkP/+E/sJHZ4OzZ51lfz5FIRFFVdVefF0tFypXSocsdGOrH43OzuLxw6N+4XW5CwfBOP3c6HT6euUfP6BD+Q7CWzN2bQQC8AT+qqrKRzpBZXePEi88TTqWolCs4nE5WFxex2e2Ui0WOnzn90HJ1w+D6zBxnR8ZxOrvCdLVKlX/9//zXeL27tUWufHgF0zQZHh5GVbrvUOt0hY5M0+wa20KXhHU9vU4inkBRFRYWFujv6+ftd97mhcsv4HR8qjViGAb35mZQRpUdHY9tHvBMpvzItPiWBVeu3OPkyRe4cWOFz+7nNlViYDCGzbZ7DFSqVYql4q76HC4XHp+Xjz75mJ5DUljeD1mWiEV2hxlYlkWhXCJfLh3q2QxD5/JXXqXYqFNZfPh4EwQIe/0E76Mr7q6rGrlsiUqlzf/8n3+MINh59dVXH/mZDoLDoRKPRx/L4XKEIxwWlmVx/e4n+BJ2el3BXZTPuWyejz+4itfv5djJKTZzm6iqisvjYub2LIMjA1hYFHIFUgMpWq0WlXKVdqtNrVonHAmS6k8C0EuQf33+t+noOjdmPubM5EXsNvtOG/KFTSqPeOMbT6U4eeYMCyvLj/Q7WZSIRaPY1N1CooZhkM6tUW9VHrqWWJbFpZfPoUtN7izcePCXBXDZPMSjn4rQmqbJR3du4elP8p1/8n//VATxPmzm8hQ3NwlGuvucy+2mUa/jcDqZu3MXwzDwBQKsLi0xcewYgdDecGwLqBZL3Jqd4djY+FF41hEOjUPT29YbDe7MztCTTDxQw6GjabSaLWRFQRQFRFFCkkQW5heIJxKsr611N9xwBO+WxsW2Iq+wddCzLItcOkM0ECQWjSIIAvVGg9+5/i7LETfIuy11y7RoV2uoLiedRhPF5QTLolWqYOo6joCfxmYBo61hmSbevgTS/Zz7FtiKVf6XQD/TfYMIgsDdmTsE4x7sjt38/t/7s+8jyxIrS6v4Aj7C4RAfvv8Rqk3FH/CzOL+Ew2HnxOkThEJB7A47NrsNvaOzsrxKNBbh2InddJiFzSJyx0EinqBerzOXXiM1OPDQiVypVPirv/ge1UqFYrFIMBTi1JkziJKIz+/n3u07tJpNwtEo1UqFV19/7aFeDsuymLt1h7PHjiMIAs1mk+9//zZYPYji3n7vXjs3EEURw9Cx2Z1YpolpmeSyq4TCcYqFDE5nVwHd5fKhKF1dD8MwuuKEgGnqCEKG116fwuHoGlxLK4uU2zn8Yd+eQ2n39ybVShW320Wz2cLh7HqBc9k8qqpQLJRQFBm73U6tVmdwuH/f56+WakgdB+Mj3XygTHaDtN4ieJ/6+oPwwz//Hpu5HJm1NRxOF5VSqRuHP9DP+cvPs7q0zJlLF/jkgyv4AgE21td5+fXXdsb7g1AplfE0NQZSfXQ6HWZvzzA+uneR/6sf/hW6rvPOe+8SjURxOp1IkkStVsNutyMKAqvra8R7e4mEIzgcTqanpllcWqAv1c9777/LxQsXiffu9sxXqhVK9TL9A/3dg8T1Jf77fyujaX72u0WzTIO2VkVV3Oh6E0VxAAKNxiaCKCJLdhBAVd17fiugk+rL8b/9oxM4nQ4syyKzsUG6VCDcszuM0jQtqtUKdpuddruFy+3GMrshEIXNPP5AkM18DssCyzKJJxI7Su4AHa1Dfn2dU5PTqKqKZVnMr65wpZpDDQf2Pptl0Wo0EUUBXdexO7vjXNd1NtfThOK9bK6nsUwLp9eDO+BH2Ue/RssXOesJMZzsQxAEGo3u/LLM7vzaDp3aHqeGadBsVLHbneh6B0WxIYgiuewqbo+ffG4NQRAxjA52u4ve3r1U2brewucv8Morx488kUf43NBqtbi28AGp4d4969Pi3DLXPr5BtVJFlhVKhSK+gA9BEGm3WlgW2Owqlmlx+sJJOlqHcDTE/MwioiRis9k4c+HknjoL+RJ+eoj3JrAsi7vzc5QEA3fAf2A7LdOiVqtis9tpN1s43W5M06TVaFAulrDZbWzmctjsdgRBJJ5Kotr216IydIPyWppz41M4t24hTdPkrRt/yYbzJrJz7zrS3lI5Nw0T1aFgWd2/c6tFAlEPudUipmkRiHpweh2o9t3OLr1hEa1P8eLxryGKIrVajavpFWL9fQcy/L3/kzdZnJ3rkuwsLvG1X/0WpUKBUxfOc/vqdVqtJi63m1q1SmpwgOHx8f3fnWWRvjvD81NHa8kRDo9Du7hW11bpHxl+4JV+LpfjT//4u1SrVYKhIJeee5533n6bF195mfW1VUzT4PrVa3Q6Hc5fvEgilTywLLfbzeyt28S2DntXVxZZSfiRnbvrtyyL5Z+8S/rDa3jiMZyREKrLiaF1kOw2jFab0vIanUYDSVWwB/wgS8ifURrX3U7+cn6JqdTAliff3PdQevnF51BUhVw2j91hp1wqMzDYj8PppFgs4vV5GRsfIRAMkElvYLPb8Pm8gEAgGMDl3qtOfT/jhWmaO2qhD4PL5eKrX3sDwzBot9ooqoJhGFimhWpTmT5+jGKxiMvlJtYTO1TcpiAIdMXVu8lpc3NrSGIKu33vwRBgcfEWV678ALvdhcPhYnLyAjdvvcvE+DlyuTU0rc3S8h3q9TKDA9MMD5/A4dg/ObrVUpifX2N6erhrbJbSDE3tv3jqus4P/vyH3Lx+i2QqQf9QH9VKjXAkRL1WR1EUQpEgWrvDnVv3KBaKjE6M4HTuHb8ut4vFmVXa7TZ2ux3DMBGlw3t/L7x4GdM0qVdrWKaJhYUkSag2O816nXgqSaVUZmxqknqtRuDYNPtaTvvg/rGxfQDd732cOHYC0zQ5deIUiqJgmAaapqHICvKWUZ3P5/F4PBSLRbROB0kUGR7szunnn3ueUHCvuKAkSrvG5g++n8M0hlDkvW0wTYP5pb9iY+M6Pm8Sry+FobdQbV4MvQ2CQLOxicebIN57Zt/nXVlWuH59lYsXuzoxa9kNBqcmds1Fy7L46IMPeOtHPyYYDuP1ehkdH2d+dpb+wQE20hk2NzdZWVqm3WqhaRpf+8Y3iMRiu+oSJZH1TJqBvq4RdSOfxjs+uO/7Xbp9lw+//9fYXU7sLhcTF85y+90PGD9/htxaGq2tsXDjFr5wEBCYfu4CDs/eOWN3u7h5d5GhRDc8dG52DVHow76P8nur1eDKB39BJrNIKBRnaPg4qyszDA0dI59fp9VuksutEYkkqdcrpNOL9PdPIX1m7FqWm1LRIJcr0NMT2fe9H+EIT4ru+iTsO3/iyR7iyR6azRZ6R6fdbu+sZYGgn3K5QqvRQtlyEDldXUfJ0OgANrvtwPBIURIxO931qdPpkGvVSYwdTH9tWRafvP8B7/34TYKRMB6fj8HREZbn50n095PPbHDszGkWZ+eYu3sPQRCwOx0Mj48d+NyKqrK0tsrkSHfNKlVKZORbeCLqnnaszmb54C9votoU7C6VqUtD3PjpHNOXhsitFxBlgcxyvus0abbpG+/BF969Nlgui0znFqXyeYKBMKZlITyEHOTE+XNMnjzBT/7y+/zG//a/4vX5CYRC2B0Oxo8fo1mvY5ommqYR70sdWI4gCIfeu45whG0c+jSl6/pDxW9EQaDdbnPm3Fk8Hi/BcIhv/fqvYbfZKJfKBIJBzpw/h97RiSfiO0mU+x2eRFHcNaBrugYHKP/qzRa+vgTR4xMgiPj6EliWSbtUoV2pIdlUOvVm19taqSJK0h6WB0EQaIjdw9SDvP7urcODIAj8+K9+gt1ux+FyMD4xyvzsAtPHp7h14zbnL54lm8myvpYmEPTj8/kYnzx4sXocLC4s8OF7H+D1eXG5XCT7+1heXCTW08PK0jLHT50ks56m2Whgs9ux2e309D5amEmrpSNJByuLm5aJzeZgcvI8pmkSDse5/Pw3u56qdhOvN4jN5thKfvWjqg4sy0QQ9r5jWVZpbXt7TBNB3n/T6kKgVqsxNjHK6MTI1i1SGFGUyKxnMA0Tu8NOIhXA6XJQLlVQZHlfdg9BEFBUCV0/vJLr/Wg2Grz/5luIooTT7WJsaorrH33M1MmTXP/4467X6No16rUa7Vab42fP0POUF+tIpHuArFar/PjNH9NoNPD5fExOTHL1g6ucPX2WO3fvcGz6GOlMGkmUqFQqSKLI8889j9u9vyF5P0zTpNV88IbW0eqEQiOEQxNIkorb3YMgiNTqG5iGhtsdQ5GdW0Zv95J/9zxUqNeqwBa3vCjsOx+1tkYoHOHMhXOYhsnw2Cj9gwNomoYoSrg9HkKhMLrewbIsAsHAnr632WxUC+WdZzOkg5/NMk1Uu53x82exTJNwvJfnvvl1RFGk3WjiCQawOR2YuoEvEsLmch441nRJ2FlnWm0dWd5/Xe3eKNYYGj5BJJzE5wsR7x1Clrs3MKpqx25zYrc7iUSSlMo5YK8egCAIyLKNVuvBOV9HOMLnhe0bgVarzZV3P6Ld1vB6PYxNjfDD77/JyTPHuHntNtMnp9hIZ2nUm6iqgtfv5fxzZw7leDMMA1GRH/rdjqYRikY4ce4spmkyODpC39Ag7VYbSeruAyfPnyO9toZpGPQmEg9khZJVhdZ9e4emtRBt+3/fsixkRWL8XD9YEIz5uPzNk0iySKPawuN30j/Z3aPdficOt23PmUQQBETVQtMPN58FQcDucLA8v0BH6zB/9x4erxev38+Njz5GtdmolEr0Dw9Rr1ZR97mJPcIRngRPJVuoUi6zuLBAPpfnuRcu09Pbi8Ph4Nb1G2zm8qwsLzM0MkylXGZwcIh6rcbtm7e4ef0677z19mPXa1kWtXSWwHA/sRNTCJKEpMiUFpbJ35rB6OjIdhs2nwdJVfAP9oEFK2+9j1Z9smS1fC7PwtwCoiTSqDdwulyMjA3jdrtxOOy0Wm2Gx4bxeD3kc5v7etKfFJn1NCtLS8iyTKNex+/3MzA4hNvtwWaz0W63GR4dxeP1YnfYEfc53D8J6vUKqmJnevo5VJsDp9PDxsYKs7NXKZWyOBxuPJ4AoigRjaa4c+cDrlz5PpubmSeq17Is1lfXOX5ymsljE8iyjGGYzN1b4O7te4iiiGpXkWWJjfQGmtZhM1/gJ3/91mMxBD0M5WKJhZk5AFrNJja7jaGxMVxuFw6Hk46mkejvR1FUYo9o6D0q6vU6d+/dpdVq0el0kCSJ8bFx3G43TqcTwzBIJpIEAgHq9TqKejjl3AfBNHWKxQVK5SVC4XEi4SlESabRyFOprFCrb6CqbgRBwqZ6MYw2C4s/ZGn5zceqbzOfJxKLce7iBVRFxeVysbywyPWr16iUyzicToKhrpjl2OQk1UqVd9/+KZn19GPV16hUUWwq089fxOZw4PR4yK6sMnf1BqVsHofbjScQQBRFeocGmP34GvPXbrI6M/tY9UHX8NncTDMxcYFEfBhFUWk26ywv32F1dQabzYGq2nE43ciyQjq9QKmY4+rVH3/hegBHOMJBqNfqzN3rHng1TUOSJEbGhrprpdOBoeuk+hMEQ348XvdT3Tcb9TorC4t4/X5OXTi/43y7+sEV8htZKqUSqcEBysUiNoedxpaXf2Fmho/fe/+JmZyatTaiIHDsuWHsLhtOr53cWpG5a6sUNio4PXbc/i7jYqw/xMZygTsfLLJ854D98hGbk15ZJbO2hizLNBsNgpEwvakkLo8HWVEwdIP+kcen3T/CEQ7CU8kOzGaz/PX3f8BmPs/A0CCWaVGtVtF1nXffeYdAIMBXXn+N9fU1EskE7XaLQCCIqqoMj448Ud352zOUF5dplSoEhgdobhYQJBm92QIB7D4vycvnqWfzWzcdFq1yBUN7fLE7TdOI9UT59d/4NcKREIIoYpkmoiDgcju5cOk8qs1GvVYjFApy9eNr5HObeP2+rTCqJ4NpmjQbDVJ9ffR/ZwD/VjxqPp8nGAohyzLRWIxGs4HDbqdaqdDpdFhdWWF1ZYWTp089MM/msCiVsnz40V9RKW/S0zsAlkWjUcUwdG7dehe3J8DZM18ln18nGIwhy92QnlqtRDj8eCw92/j4ylU2MllazRYDQ/2sra7jsNtpNluoNpVgKMDxk9OUyxU8HjeFzQKhUJCO1nlqSbFau42hG/j8fr7+a98mFu/FMAxKmwV6kwlM0+TSKy/RqNWJxeNb76eBKAgszMzSajaZOH7sqTE6NRoNbDYbf+OX/gbxeBxJlKjWqni9XhRF4flLz2NaJpbVnZ/NVhNREPnw4w8ZGxnbk2B+WBhGh6Xlt2i1SqiqC4cjSKWygqI40bQ6drufYHAESVSwsMhlb1Bv5HG7ex6rvuWFRT7+8EPyuRwjo6M0Gg0Mw6DZbPJBp4PP7+crb7xBJr3O8OhI93krFTqdx/Pol3J5PvqrH1MpFOjp7wO6xoehG9x+9wPcAT+nv/Iym+tpvOEQ7VaLeqlMqDf2kJIPhmka3Lz5U8qVApIoEQrH2cgs4XC4aLbqOB0eIpEEwWAvsixjsznJZBbxeAJYlgkcxU8f4dmBZVm0mi0cDjuvf+Mr9MSjiKJIs9nC6XIiK/LOzYWu68R6Y+SyeTpah0+uXGN8ahSna2/Y8aOgXCjy4+99n3KhQG8qhSRLlDYLWFh8+M57+AMBLr3yIhvraWLxOLIso9psXP/wI0RR5PTFC09Uf7VY56Mf3qFabBBNdR0T1VIDy7S4/d4C7oCTUy+NsZkuE+zxobU6eIMuYv17Q1oPC8uyaNbrWMDg2CiTJ0/g9nooFQpIkkQgFEIQRMKxLlnE+soqC3dnUGzqU9ubjnCERz5xbVv11UoFl9uNKIoMDAzym//Ld7BMk+xGllqtitPpwul0UihsYnc4SKZSuN1uWq0WiWSKgaFBshsbgECpWMQfCFAqltC0NvV6nf7+/gfWr1VrKC4XqefPkbh0Bss0kRSZ3K17CAiExodp1+oYbQ1vKo7N201Gjp2cInZymnalimWaGG2NZqGEIxw49Du49sl1bly7RSad2QkBEwWBUqmEaVr4/T5eff0Vfvrmu7zy1Re7B+JW9wDsOz71qK98DyrlMn/0e79PuVzu3qA4ndS2DLt2u43X5+P8xYsszM0xdfw4d27dol6r7YSMTR8/9siGxvZ7bzSqOBwuBEGkp2eA11/7u1iWRamUo9NpI4oSoVAvjUaVVqtONJokEIggCCITE+dxu32Uy5vkN9Ooqg2PO0C1WkTTWvj94QPrNU2Teq2Ox9vN73j9b3wFQ+/GlGYzWXoTPYyMDlEsltB1A4/HTbQnQno9g2VZfPVrryIIApubBchDrDdKvVYnt5GnJ/F4B96rVz5k7s5dsukMPckEHa2DJImUSyWwwOv38fxXXuGjd97jl3712yzOzoEgkBdFOp0ONpuNsempp5JUZ5omf/jHf0ipXKbdbhGNRCkUiyiKTKPRwOFwkkqmCIVCaFqbibEJ8vk8mY0NRodH0A/B5LaNTz17Fu12FZvNw9Tkr24HQmFZBmvrVwgGhnG5IrTbFWw2HwgCWrvC6Og3qFbXEASJZrOAwxGgWk1jWca+xsdOfVaXDW765AnGpiaxtti0arUas3fv0ROPE41FyWWzBEJBnnvhBRbnFzh38QKlYgm7w45hGKytrCLLEsHQ3g18uy7LsmhUqrh8XqJ9KV77e7+BaRggQG51nVqxxOjpk6zNzuGLhHH5vNgcdmwOBxe//gZas4mu6+TW1gn39tButagWivij++dIbNfbbNaw2RxIkswLL/zqVpihQKmUw+32MzJ8EtM0abcb+P0RdF3DMA0MvUMqNUYut0qxmMXj8WOzOSiV8giCgKoeMU4d4YvF9//shxQ3S1QrVWK9USrlCrIsU683sdkUwtEwQyMDbGRynLt0mo31DcrlKvlsnkQqfmhD4/49o1Gr4d5yoER7e/nVv/ebtFpNmvUGiqowd/ceZy5dpJDfpFGrYZkWL7z2FVrNJqFIBFmR+dZv/h0ya6sszc3j9fvw+nxkM91bBsu0iPbuv39st6Oj6ZiGRajXx2u/eQHTtJBkiWqxzsrdDUZOpVBUmWqpQbveZvJCl9DBH3aTGIlSL3dJKERJJL9WwuG2IXG4m+h2q8X/9T9/n2qlgiwreHxeKqUSgiDQarZwez2MTk3SrNcJx2JsrKdZX14mEAoxfmz6yNA4wlPBI+0+ekfnxrXrLC0ukF5PMzI6SrlUYnB4iFw2RzyRYH5ulnarzdd/+ZdptZqsr62Ty2bp6+/n/XffY3FhnoHBQUbHx8ik09y+eYu+/n5e/sqrvPvTt5EkmYW5Of7eP/j7e+o3Ozr5WzOUl1apb+QIjAzQKpYJDA9Qy2TxpuKUF1eR7TY8yS7zRSNfwJvsZf2DTzB1HU9vjNDkCNXVNI6Qn+pqms27c/Se3ctosevZdX0nSXtkdBif34ehG9jtNprNFqViiXgiTrvdRhAE4olefu1vfQsEgfOXznW9ND3RTxefTodmo4n6EA0Ay7IwDGOXF97t9vDciy/SbHbj8B1OJ1c/+pi+/n4QBGw2FX8gwMjYKIraDS0xTANhq14LdtqpKApaW0MQBfROB7vdvqcNhtFhcfEWmcwSm5tpEslh6rUyvb2DlMp5wqE4m5vruN1++vrGaTSq3L7zPrKsEokkWF2bo1LepFzO8fLLf5N6vczdex8SjSQ5deoVbt16D0mSOHXqlT11b2SyrCytcvf2DIZuMDDUx0Ymy3MvXOSnb77HmfOnuPbJDVJ9Sbx+L3du3WNhfolTZ44TigRZWVzlzq17vPyVF4j1RlmcW0JVVZxOB8tLq8zcneW4aeJ2HpyjYG7nEn3GIOgfHuqyHVkW/mCARq1OPpulN5Wko3UwdJ14KkW0pwdBgMmTJ2jUakTjvTTrDdrtNoauo3c6qDZbV7TS6DJ2iUKXxethY2M7d0oURV64/MJOv9psNmbn5kjEEwgCSJKMuKWs3Wq32NjYYHhomKnJKTY3N5EleUc0U9f1rvF8QK5So5GjVF5mc/MehqER8A9Sq2+QSj7HyspPicfPUa9vICDg86VYW/uAROI8lcoamcwnTIx/i2azSDrzEcHAMKnUZer1LIXiHONj39xTX7VSYfbePWbvzlAulxifnCSTTnP+0iWuvPce5y5eZH5ujnK5TDwRp1FvsLSwwMjYGIXCJsOjI1z96CMi0SgnTp9ifW2VXDbH67/0tT11lfObZBaXWLk7Q7vZIjkyxGZmg2OXL3HjrXeYvHiecn4TWVFQ7DZM00K12TB0nVvvfkA5l+fVv/Pr6J0O9z78hGqxyMt/61dJzy2QXlhk+vmLexZd0zRZWrpONrtCNrdCT88A7VaDYLCHjq7hsLuo1Uq4PYEtdjaRtbUZotEUt269R7VaIBTqZXz8HNVqgevX32J8/Bx9fePcuv0eHrefkZHH4+c/whEeF929y0SWu+vmuYunaTabGIaJy+1kdXkdn9+L0+lA1w1ESaSvP8n41CgdXWfi2DgdrUOlXMHr8+wwspmmidbu7JBcfBbZTIb1pWVmbt/BMAz6BgfJZTKcf+Ey77/1NifOnSW7nkZWZFRVRRQlsCzKxRKKqmIYBj/47p+iaW1GJieI9PRQyG922eYc3bauLCzR0TSymQzf+Ju/tm871udybKbLLN/N4Ak4cXjsaM0OfeMx1uZyBKJebE6VzfUSqfEeFm+uEYh6sUyLwkaZzXSZvole5q+vEezxEh+OsL6QQ5Ikhqf6HvLejZ0bmYsvv4Te+fQmf/bOHUanptDaXQIZm91OJBZD0zRcHg+jUxPISvc9NOsNnG4XHU1Da2s4nvBW6Qi/mHgkQ0NWZBwOO5FIFLvdgSiJhLZYXwa3+PvXVldIJJMUNjfx+rwcP3mChbl5KuUuRWYkGsEwDOq1Gk6ni4nJLqWo3ukwPjlJtVKhXqvtq/cgKjKy3YYzEkRx2hEEAUcogOpxkeg7jaQqVJbXsPu9GO02nWYbo9XG0DSCo4N0Gk30ZgujpdFpNGiVKriiEWrp7L56d7qhk13JkUlvsL62ztDwIJ2OTigcpFqpEQwGmJ2Zw7IsvvL6K2xksizML2JZFiNjw7z59lu43G5Onj7OD3/wYxbnF3nxlRcoFcvcuztDqVjCZrNx7sLZPXXncznKpTLLS4voHZ2+gX5q1Rqp/j5m7t4lGApz7/YdUv39XHjuEpIkUa/XWV5cJNrTQ//AIFfee49arYrb7cHn9zM2OcGP/+qvadQbZNJpFFXl+Rcu8/2/+Asa9TrNRoNf+uYv72mLJMnYbHb8/giqzY4oSnh9IVwuL/F4Nzk1m12mXq9QrRYJBmMM9E9RLudpNutEwglsqn3rqrxKpbJJMjGCKEoYRtcTu74+v++Y83o9OJ1OQuEgLpcTy4JIJEwg6OerX3uFZqNJT28M1abSbLRwe1xMH59A0zq0W22azRbHT03T2vp7+9anVCrTm+hhM795gLaIRTadoVQssrq4hMvjxh8IYBgGHp+PQi6Hrutdr1m9Tr1W4+yli5SLJa5f+Yh2q0VvKsnY9BQfvfMu6yurOJxOFFVleGKc9MoqG+k083fvYZoGL3/tDWbv3CGX3qBWq2KZFi63i7PPPbenZaVSiWKpyPLKMoVCgcmJScrlMiMjI8wvzDM8NMy9mXt4vV7GRkf58Zs/IZfLEo/HiUaj/NF3/4hkMklPrAe73c7M7AzZXI7Xv/oas3OzfPDhFZwOB4qi8PpXX99Tv6p6UGQHDkcQRe7GULucYex2P4NDX8U0NJzOCIrqpNNpEggO0WwWcDqCeL1JOp06smyjJ3YK0zLo6E1a7fKBpANOlwu73UEoHCISi3RJByIRPB4Pr77+GoqiEAyF8Pl9XcYxVaG1pRqeTKUoFouMTkxQKZdotVrUq7UDw+ecHg82hwNvMIhq7xp//kgYt8/H2de/gmkY1MtlnG43rVodbyhAR9OwSQ5CvTH8kTDlfIFgT5TEyBDl/Cb1SpVQIk4pl2e/hUYURWw2B35/l+NekVVsXjsul49oNIkgiNy48VNq1SI1lw+PJ4DD4abZrJFIDNNq9dBo1tC0Fs1mjVTfOJZlIUky8d4hqtXivs96hCN8HtjMF6iUKqwsrdHpdEj1J6nX6iT7EywtLBMMB5m7t0AiFad/MMVff+/H6LrB4HA/HV3nrb/+KZVKledevIAkSSzMLTFzZ57Xvv4KK8trLM4ukd3IMTQ6yOjE3tBrj9eLw+kiGA7jdLmwsAhFI/iDAV564zWajSYenxfVZiOztk6lVKSwuYnT5SIQDlKv1RgcG8EwTMCi1WxSq1SIp1KIokC71aKjtfH4/FTK5QPfg8Ntw+VzEOzx4fJ2ab3tTpVoXxB/1Et6IY+EuJXsLZAciSGrEu2mhj/ioVZq0qq38Ue7emLtZgdDM1Bc+69dxfwmlXKJ1aVltHab1OAA9UqN5EA/s7dvE47F+Pjd95g8eYJ4KsmH77zLyvwCZ567RNvf5qd//SMcTgcTJ46jKApv/+CvqZbLvPGr3+Lq+x+QWVvn7POXnoI08BF+0fDI9+njW1L3+6HdbhMMhvB6fTicDtptDVXt0qw2m00SySQbmQ0EUWBudo5TZ07viMIBDA13aU2HRkZ2cd7fj9D48J7PjI5OeXEFyzQJjg2hOLssRzafF8XVZYLpNJooTgd6o4nqddP/6mWgy8jQe+4kkqrASn5XuZIosbK0QjqdIZ/dpFFv0mq1mJgcIxQOYrPbkCQJn99LsVCkVqvh2rL4K+XKln5DDUEQCIWDSJJEYbOI1+vB6/UQCgXJbmQPfJfLS4vcvnGTQDBIYXOTVrNJX38/Pp8fyzKx2+00m42dg5fL5WJ4dJR8Lker1aRcLpNMpZAVmVazmxwcCocplUq4XC4azUY3pEtVd1GY7oVAX9/Evu20LItCYQOHw00qNdZN0K+VicX6UBQVt9vHwsJNenoGyOVWURQbJ0++tPNbgHh8aCu8am/5TpeT6ROTTJ/YO+5kRWF9dZ1QJEQ0FqFeqxNP9CKIAprWoVqt4Q/4djxmoXCQV157aadeQRDw+buq17l0/jOlC5SKBdIrayzMzBAMh1ldXEJWZC699BIuTzfOtVap4vF5aTWbtFvtbkihx4PL46ajaTTqdewOB4FQaOfdVsplysUSLrebZqOBZXVjhf3BIM16g3w2i6a1D7ztEgSB+YV5bt+5g8Nh58pHV6hWaySTSfw+P8DOfxuNBs6t+dBodMN5bDYbpXIZn6/Lhma324lEImwWNnE6naiqskUnuf+WoigOotFpotFP9WC6eiolyuVlXK4IwcAQitJNbMSysDuCVKvrBIMjbGxcJxqdxuEI7vTFQP/LaFpt36t6WZaZOn6MqeOfeuX1TofFhQV0XScQDDI6PobH6+06Q5xOehMJZu7cxevzMj87x/lLF3d+++obr1Ov1/d9NtVuY/DYFIPHdoc4WpZFcSNLbmWN/skJ7E4HzVoNXzhMIZ3BE/AjihJ9x8e5d+VjQr0x+ibHd421iQvnUB12WsXqnnqTydE9n1mWRb1eYXX1HrGeftwu39b7txEKdZn1TNPE6fRSLm/SaFQ5e/a1nd8C9PWNo2ltLOuIceoIPxtobY2VxTVu37xLIOinuFmi1WyR7E/g9XmxLItQOEi71aZSqVIqlvH6PFS3HABev5dWq02pWCYcCdHROpQKZXLZTXw+Lw6XA5fbeSDpgdPlYuLEMSZO7L3Fc3k8tJpNysUigigydfIEhmHQE49jdzioVsrIkowsK/gCbvIbWVxuNy+89lXg03n1wmtf7Z5Vxke7NyL7INjjI9jjY/jEpzT+lmmxmS5TylfxhVwIoogki3Q0HVES8ARdzHy8THwoQrupYXeqjJxM7dR79rVJOm2dTmNvJnino7G6uMS9G7fwBfyUC0WajQaJ/j48fj+WZRGN91IultDaGvVqlUAkTKlQIBbvxeV24Q0EEBCwO534An4EAfKZDUKRCBtr65iGeZT9dYRHxqENDUEQH8pmsry4yPLyEu+/9y6KoqIoCm63m2MnT5DP5Th95gyVShltK6zk07J3UzF6PN1r0vslNWVRBHN/moVaeoPcjTvUs3kQBCRVQbbZ6D1/ksrKOolLZ9GqNTr1Bp16Y0+dypY4mGztbcvF5y9stWWLjFPY1poQaDaaOJ0OpqYnMQyDVJ+L/oE+OluJ5k6Xk6GRIe7dmeHk6RM7iW6KojB9fApd1w+MO40nEvTG47z4yiu72iSKIpFYlFKxSKynB0mW2cznmTw23X1fW4abruu89OqrbGQyhMIhFucXkCWJY1sL67aBJ4oiX/3aG12hunQan99Po/Spl0aSxK3k0v2haS3u3PmAYnGD23c+wO32gQXnzr3O7OxVREnmk6s/4Ywk0WzW6XTaqKp9Tx84nV40rYW0JcYoCAKY1gNpBRdmF5i9N096PYPdbkeWZfwBH0Ojg9RrDVJ9CQzDIJ/b3JUHcX95dvt2yJK1J1RodHKSkYkJLn/11T19EIv3srGexul24XA6aTdblIpFLr70AoIgIopdvvGOpjF16iSZ1TXCsSjz92ZwOJ2cfe4iCAKiIO4kaMuyTLSnh5PnzmKYJpm19X2f2+v18urLr/Lyiy/v9KMgdGlg471xqrUqmUyG41uiiyePn+TMqTPUG3WcDifj4xMk4nEWFhbw+wN865vf2jU2U8kUuq6TzuxmaRIEAUk6uE/W0x9Sr2+wuPhjHA4/IJBIXKBcXiYSmWJp+U16YifRtCptrYbDEfwM3awHw2ghK/eNAYt968uk01z/5Go3z8vq0mfabDYuXn6exfl5Lr/0EtVqhVarRa1a3SWCt73G1Gv1XZ8JDxhvnXabux98RHEjS7VUwu3vjvOzr7/K3LUb+KNh2q0WlXyBZr1Op91Gtdt3leVwu7rl31eHJH3qaNkPMzMfkd9cZzOfxu32IYoSg4PHaDQqxGL93L79PrFYH41mjXq9skOy8Gn5Mg6HTK3W3KOvcYQjfB7oiceI9UZ5/pWLe9bNcCTEZq7ARjrLwHAfkiTxrb/9DURRolFvYJkmHq+b0fEhlhdX8fg8fO2XXwOhK44nKzIXnj9Lo96kXtvtLBBFEcswH7hnAGxmcyzMzJLPbGyJh6qoNjtnn7vIyuISF168TK1aodlsUKtWd/ZV2Oes4vWitbtsUtuQJAnLgP0kupv1Nnc/XKSUq9KotnF6ujcd516bZO76GidfGsU0TCqbdZr1NoZuIqv3zWdZQpIltGprj4ET6ekhHItx8eWX9rz3QDjE/N17jExO4A92nZ7Pf+XVnTNds97g2Nkz5NIZTNNEURROXjiPZVqYpoEky3j9fhwuJ5X1J2ONPMIvHg6988QiEVaXl+kfHDwwdrt/cJBAsCtdL4gibE14fyCAMDmJaVlMTU+j3xf/vd8ma1kW+VwOr+vTuPnpWIIfLF6llYruUVR298ZIvdg9uAkCOxPc7vcRGB4AyyJybKKrQH5fsud9FWJWapxxBO57NgGLvYfPbZTLFd760Vtks3mufXIDx5bX+PKLl3j7zXf45re/Qb1WJ72WZm11jcHhAex2+w5HdTdBU6WvP0WpWPrUm3/fwXH78Lgf/IEAlXKZN3/0Y3LZLLqu43A4EAWR5168zDtvvsW3/uavM3P3Lq1WH2srK4yMj3VVog8oM77FF34/+voizM2tIkn797ui2Dh+/HlAwDQNuroI4HL56OnpByx+5Zv/qOtNiSRxODz79rlpGtQbq/RtiQWJoohdclMudeNz99s4hkYHicQiO98HC0EQu7cUQKVSpa8/hd1h34kT/mzdlgXNRhOzJezkpwiH7INYvEtV22o2efcnb5LNZGg3W7g8brAsnnvlZX76wx/x9V//Vebu3gNgfWWF1OAAXp9vpxyR3Rzp0M0HSQ30U6tUdj4ThO6Y3H7e/dplGAbvvvcuq2urvPv+e3i9XgTghcsv8PZP3+alF19ieXmJZrPJxkaGWDRGKtV959tjU5IkJElioH+AWr22s1lKksSp03Z+8IMKkujhs7toIn5+y8vezSNAEFAUB5HwJGBx4vjfxTR1AoFBbDbvPn1hYnekmZgY2vnM63SymcsRDId3jYGe3l5efHXbCN+e9BAIBhkaHsHC4sSpU5im2RW0YveB3jAMMisrjPcN7LzPpM3FcrGM0+/dI0olqyrTly8iIOwY6gAun5fYFhPV2NlTYHU/c3j2GeeWRaNcIaW6dvquvz/K3OwKHs/+82t8/BzDegfD0Hf0hhTFjt3uBCxisT46HQ1d7+BwuPedW4bRQRByu26gjnCEzwMWD143dd3g+ic3Sa9l+OlP3sPj7e7xz714gXfefJ+v/NLLaG2NXHaT9bUMsd4osd6uaK+ofuoUcHtcuD0uSoXyzjKkqio23aJRq+F0uQ4UlovFe3nulZd22mltrQ++YICBke7aMXXyJKZpdOeTcLAzwDRNssurTMUSO5/5fUFsCxE6/gKybbcxYHepHLvcFRQ0TRNhq/Fuv5NoKojRMUiMRHF67IQTfhS7sqduXTOwlSMEBrfOWlufH/TeLcvi6vsfsDy/QLlYxOVxI0kyw+NjbKQzJAe6xDser5eVxUUisRjhWLS7xokgbd1hRLZEfytPxvJ7hF9ACNYhyaEtyyKXz5HJZjncL56kVeBze+hLpXYZJGv5LO+tLdGynq4WgggMewKcGRxB3vL6pdPr1PQSsXh0fw9np8PM3dnuQcY0d74zOj76/2/vv2MrPfPE3vP7xpMTecjDnFORFSWVVMqxg3q6p3tCz4ztvd67C+xewwHjXQzg3fFf3rGxNnBnAa8NGIavDXuBiwvb1/aMZ9zt6emkltRSSSpVDmQxZ/KQJ8c3PfvHYVFVRbKSqlpV0vMB1FKTPO/znvecN/ye8PsBAsd2uHZlkvbONsqlCkMjg/teeIUQzE8v0tc+RDQaxXEczl65xMChsQOrQN+8D9OTU7v7gNLI+jM8OoKgUZBsY20dRVUo5PMMDg/fsRhhY/pLjfT8IkfGJ3Yvwpub20xOruE4j+6DN3SFkdF2Wlubd9+z4zjMLcxSqhYeWbsAfjPIYN/Q7oN2uVzm7PwMXXeoMHsz13WZnbqO67rYO7nhFUWhd3Bgp0K4j/T6xs7UuW0GRobvKdOUEIK1uQVGW9poSiTwPI9LFy4xNjiKru9fmEoIwfTMNHXLolqt4DN9oCh0dXYSDATRdZ3pmWmikSjZfI6hgcEDq+4KIZhfnCfekqBppwPBcRzOnJljbq700K8Dfp/Cs8910tHxWVDheR4LS4vkinunG30eqqLS3dFBIh7fbct1Xa7Nz7FeLtxvivp7ogCpUJRDff27n78Qgo2NbaYm17AfwfmlAP6AxuHDPUQiYZlFRnpkXNfl44u/pHs0hXpA8UshBLPX57Ftm1q1jmkaoEBnd8fOVGSVS2ev0NrWQqlUZmCo78BaP0IIlmZWGes6TjTSyCxl2zbX5+co1Wrcd6GJB6AqKj2pNlpu6ggRQlCplrk49wllO/dQ90IBgkaMI30nCQVDuyPR71+6QMfY8L4VwoUQbKysUsjnd+o8+VGAcCxKsrUVVdOoVipY9Tr5TJZkKkU0HtvTthAC27IozC7y7JGj8loi3bN7DjS+ajzPY2ZummI1j6JAvpAnFovt9kAcpFKpEAgG73nBlOt6tCba6ers2n2wz+ZyzC4toOo6B82TP3C/hUe9Xifgv7dCR57nkc/nicfjoIDqCQ4NDe+bfeqrQgjB6vo6c5vrKPqtAUGlWm0kIbjH41Ov19F0Hf0BUtgK16Uz3kRfd8/ud6NcLjM7PYuh6vf11ahWq/hvm8pzENt2qFYbRSij8Sg9vT3ypiJJ0h0JIcgX8kzOXQbd3ff61LiGVQiHQ3fdXiODntoIRvZrz4HOZB9dHd1f6euTEIJMNsvVxXk8Xdv3uJfLjWmzinq3quk2nhD4fPsk5hBgeoKjQyMED1hDK0n7kYHGHdzo4b9+/TqJRIL2e6jqfOXqFcZGx+44cnCzG6MWN18ob07jd7/q9TpLS0sMDd1bIUQhBGtra2QyGXp7e4nf1MP7VXb7ZyCEYGVlhWKxyODg4O7ox92k0+nGtLHW1vvehxvD4Ld/N4D7rnA+OTnJ4ODgPRUr9DyP+fl5XNdlcHAQwzDkd0KSpLu62/VpeXkZTVNpb797wdZarcb09DTj4+P73k/3u3d+Vd3pmaFSqTA/P8+hnQyfd2JZFpOTk0xMTOx7zG+M1kvS/ZCrAw/QyKaUYWVlhcHBQYLB4F1PMCEEuqbvznF/UHdbG3AnjuOg6/p9Vb/u7u6mra2N+fl5tra26O3t/co/XN74DBRFoVarMTMzQ3NzM729vfd1XGKxGGtraw+tGvmNtu93eze+k/f6uuHhYUqlEpOTkySTSVKp1AN9HyVJ+uo46PrUyEZYolqtMjY2dk/X0FAoREdHBysrK/T19X2l70d3c9Azg+u6LCwsMDo6imHcvcifpml0d3eztLTEwMCAPObSQyGfHPbhui6zs7Nks1kmJiYIhUL3dMI9Dr0rN68XuVc3FqYPDw+TSqWYnJxkbW3tgUZUvkxujPbMzs4yNDREW1vbfR9bn89HrVa7Y2ahx9GNzEwTExN4nseVK1col8tP3PuQJOmL57ouc3NzDA3d27o3aFyDWlpacByHbDYrrz33SQjB/Pw8HR0d9zwCrygKzc3NjSnc8phLD4kMNHbcGHqsVCpcuXKFeDzO4ODgA41MfJEn591S+92JoihEo1EmJhoLwS9fvkw+n/9KXWxufA9qtRpXrlxBCMH4+Pg9r2+4naqqu9v8onieR7FYpF6v3/drVVWlo6OD4eFhlpaWdqdUfdHvSZKkx58Qgnq9zvT0NL29vfc9EqsoCgMDAywvL2NZshbMvboxIwOgqanpvu5diqLQ39/P8vIytm0/ql2UvkJkoLGjVCrxx3/8x0xOTjIyMnLfJyd8FmB8USMBNz/8fZ6HQFVVaWtrY2xsjHQ6zdTUFPV6/SvxYFkoFPjn//yfMzk5SX9/Px0dHZ97lMo0zS/0+Nm2zT/8h/+Qc+fOPdDrFUXB5/MxOjpKNBrl/Pnz/Jt/82+o1WoPd0clSfrS+Qf/4B/w8ccfN1JtP8C1VNM0hoaGmJ5uZHn8KtyHPg8hBJZlsbq6+sBTzjRNY2BgQB5z6aF44tZoCCHIZXNktzKIAwr4PYif/uynfPDuL/nt3/5tTNN8oJPTsiz++I//mL/+1/86r7zyykPbt/vxF3/xF3z44Yf843/8jz/3OhHDMBgcHKRUKnH9+vXdNKj3M/z9eQkhKJXLbKQ3cX8FAdx/+/P/xk9++lNOPn+KpbVGwTwFhXg0eksKw/vxgx/8AJ/Px9/4G3/jc++fEILt7W0KhcJ9XfxffvkVAoEgMzMz9/wawzBoa2vbXa+jKAqJRIKl+UX+t3/7v6JYgldeffU+86LdO9Pvo627/Z7mFkuS9PAIIbBtm+X1BWpW9YG3U6/XSefXeL3nZa7OXLzldz7DT1db7z3dbwOBALqu84/+0T/iD/7gDwgE7i2r4lfR4uIi//bf/lt+//d//3M9A4RCISzL4p/8k3/CH/zBH8jrsPTAnqhAQwjB2vIqhbkMbfHUvhentY01mhNNaJqOojR65y3LwnYcNrc3CYfClCsV+rp6b3nd91/4Lr/1/HdYnlujEE8Q28kjLYTAdR2K5eJdAxuBoKOznXA0RCa7fdf3o2oakVBkT2Yhz/Mol8s4rnOHV++vubmZjo4OCoXC/WbGRVM1wuHwngVlfr+fzs4u/vN//s/8L//Lv+Jf/+t/fU9ZQ+6XrmuEQqFb2s/lc1xaWqC5uxNNPfiiOTd9Hduy6eztwR8IUC6VCIXDlApFQBCORLFti0Z1aw1FVcmkt4glEsxOTTE0Noau67z9f/xrfOv/9H+4JY2xh2B+O0O2kGdkYPCWfOnlYgnbvvPnNNQ/yOLSErlM7p6OgwIEwsE9N2AhBHNz84BCMpm65TW2bXHp0iXi8Ti9vX04jo3jOPj9AVZWlvkf/8f/M5qmUS6XiESi2LZNuVwmk8kQiUSo1ar09Nx6TlhWnStXrjI+fgjTNBFCMHPpOtFNk//wR/8/QKBu3fpdKVXLbGbSdKe6yBZzNEUTKAqks9u0NrXgODagsLi+RHuyjfXtDQY69+91q1p1Ls2f48grJx7aYnpJku7Odmx+cem/o7WVMUJ7z718psjmyjb9Y907NTPAcxvFMRcmV/A8j2RbAtt1+N7ffZlAU4kMk7dsw7FcZi5d5tXDb+PzNdKFN3rjbSqVCvvVwbh48RIXLlxkZGT4gd6XoqiEw6HHOntSow5HldoDTHUF+OnPf042n6NSq+Fms7f8LuD3E7htGrAQgmq1St2q7znkqqZy5swZrl+feuB7vqbt/1whfXU8UelthRBceP8sh1qH971IOK7D//on/xvRcJR0ZgtFUfj6y2+xuZ1mpH+YK9ev4Pf5yeZzvP78q/tuw7ItFuprjJ9oVNHNFbL85eS/pxra2HeimWO5aIaGa7vopka9ZuE5AsPUqZUtNF1FCHAdj0gicMvDv3AVmqr9vHX4t3frXjiOw4WrV9BCQXTj7g9XVt3CNE1s28IwTVzXo1wq4fP5qFargEDXdYSASCRyx+DDdRzsYpkjY589WObzBaanFwiHY3ieR6FQIBgM7t4Ydt4Jtm2jaTqe56LrjZ6PUqmI3+8nl8uiKOpOr5Rx4MI0x7Gx7QqHD4/tPlh+evkSsYHeux6LP/sP/zuFXB5/wE8kFmXm2hSDoyOUSyUqlQqhUIhCPs+J556lVq0yduQwZz/8iMNPHef9n/6c1775dSLR6IHbF0KwPHmd50bHMQwD13W5/KOzcKaC6e4NgCzXwdA0bNdBVzRsx0bVNSzHJmj6sRybumthuzbxQAxN+ezLJYBy2KLzt0Zp622/pYDh1auTjI3tTVOYzWb4j//xP1KtVujp6SWXy+G6LqlUiqWlJcLhMKZpsLm5yfe+95uk05sEAkEWFxdJJpsplUq8+upr+263VqvS3d3VSH34lxcYbu4/8Cb96bVzxMIxJuenmF9bpLOlkRLaZ/p47vBJrs5doy3ZxgfnT3N4aJyVzVXeOPkqft/+dUk281sYExHaOu+eWlqSpIdjYXmOGT4knAjse65fOzfD2sIm2a08iqIwemwA13HpGe5kY3mLjeUtmtsSlPJlguEAh0+O7NtOOV+lq36Cob7RneKVaa5eXcc0o/sW9r6RWKORWdFoBDieR6VSxjBMyuUioVAE13UwTXP3XnRDY6Qmz4kTA8RiB1/vvyhCCD65fo0Pq1lc/977pOc4KKqK5zpohgEoCM+lXq6i+0yscoW6ZeEP+PGFQqi3jGgI9KrFq7EUh/sGd2szXZ+9RtZaxwwY+z4elEplTJ/ZqKOxU9PEsh0c28F1XRzbQd+pNxWKhFBv++Acx0OUdY6NP4Np3NuidOnL5YnqJhRCoHgHZ3ZyXZe3XnyDqblpMvksE8PjGLqx00NQwfM8YpEooWBod9rJ7dvSNR3PcXfb+2jmp4j+TUK3FW5zHY+pj5fYXMwSawnT3BGlsFimqT3K1kqOYNTPxkKWlu44G/MZDFPn5LfGULWbHiiFoFSd4cLcRzx36FUAllZWiLW3EUvcuZ6F53mc++QM1ycnaU2laE4msW2bQDBAIV9AVVWisSiFfIFisYhj2bz29a8dWAV6d3+KRRaWlhgeHARgdnaBgYGxA3uUa7UaH3zwHltbaZqamhkYGGRy8hpjYxPMzc3S09NHsVhiaWmRvr5+PM/j+edfOrD9XC7L8vIKfX2N3nXH89C0u/eEnHjuWULhENubaarVKm2dnSAEkVgMq15H0zQsq04s0cTq0hIIwdChMTzPY/jQGOYdjgvs1LTQ9d31NxvzawQ+dEjqrSjarb1DU+lZzq1epikYI2SGaAk1sVXOEPaF2Cpn6Il38uHip43PVwi+Pf41ov7IrceiIpj+8yla/kbr7rH3PO/AiuCBQJDvfOc71Ot1yuUKlUoZXddxHIenn36GtbU1QqHgTuaoRiX5VKoV13UIhyMkEol937dp+igWC5+1z517Avs7elnf2qC7rYtUc2sje1UwQsAfQN0pFtUSb2Zi8BCxcBRVUe948zE1A9u6/5E9SZIeXN2poQf3r+4N0NbVQtdAG/PXllFUleZUgvRaBiEEiZYY0UQYq27j8xlEEuEDk5Topka91Fjr5Xkek5NrtLfvX4dqfX2Z8+fP4PcH8PuDDA6OMjl5kYGBMWZmrnPs2LMsLMyxsrKMZdXp7R1mbOzInu04ThtXrlzn1Kkjj92oRraQ55dWDqOvA/22fcssrTB7+gxmMIAZDNA6NMDateu09PeyPjNDorOD9alp7FoN3TTpnBijc2Lslm0IIXhnboWBagehYJBiqUjO2aBrcG9GRSEEk5evc/n8NRLNcSLRMNF4hGKhhGma5HMF+gZ62NjYoFwqk97Y5uvffp1ka/Oe7ZSKZeYXZxkZvHV/pK+GL81Ylud5LK+vsLi6TEtzC68+9zLNiabd3v5CqTGnfW55gbXNdX7x0bv3VPSs6G2jansvRp7rsTazRWGrDDQCj5aeOOGmAL6gCYpCU3uUYqZCtDlEKBHYM6deURQMv0a+vrX7s0qtSih893S6QgjmZ2fZWFtHUVXq9TrtXZ20tKYI7QwN67pBPNGEpmpEolHEXdY4KIpCMBSiujNk29hf9Y7zPOv1OtevT1Io5HF3pnoNDAwRjUYJBIIIIUgmWzh8+CihUIimpuYDt6UoCuFwhErl/hcZd/X2EG9qIhSNUK/VCIVCRGIxfH4/0XgM27ZxbIdiPo+qqlw8e47rV64QjcUYO3L4jgHYfiqZEiH2z0S1UlhjOb+KpmhU7CpNwQRd8Q7CvhCGZpCp5gibIVrDzXTG2nG8vd9DRVEwiwrOPWb98Pv9tLd30NHRiRCNz9nn89PX1082m2FwcJDFxUVSqTauXLlCrVbn7Nmz5PN5+vr6GBx8OOtuEtEEo/0jhAMhLNsm5A/hM03q9RqWbaMoKsubq1TrVYQQHBnevzCUJEmPJyEE1XKNmcuLhOMhEskojuPS3tPCytwG+e0Cy7PrVEs1Nla2uHZ2Bu8e1lM27sfGgdeDTCbN4uIsiqJQrZYIBEL09g4TDIbw+fzU6zX6+0dpb+8mGk0QCOxfvVrTNB7XZEqlahUvtP8oUmFzi/T8YuN+X67gD4doHejFFw5i+H3opkEoESeWaiUYi+KPhPdsQ1EUnJCfcrUCQLVWJRD2HXjtX1laY2VpDU3XqFaqNLc009HVTigc2h3Zb+9MITxBczKx7zoORVEIBANU6+XPeXSkJ9UTNaJxJ7V6jXc/ep/phRnGBkYY6R/GcmwM3aBm1ckV8sSjcQL+ANdmJwn49j+Z99rbEyOEwLFdhp/pJpGKoBmNnp9SrgoCeg+3oSjg2B6qplAt1KkUayxe3aTv8H61GG6/CN+lemfdwnFsjhw/zitvvEEgGMB1PTLbWyQSCQZCQximSblUQtM0ttJpAoEAs9eniSUSdHZ33cP7vmlvDjhOjV4qePnl1+js7Npda5LLZXd60p9FVVVs20LTdBYX51lbW6Ver3PkyLE7HP8Hm80nhOD8R5/w6enTHDpyhEgsRmdPNwC1apVKuUJ7V5RivsDs5BR9g4PU6/W7jmbcD8u1GWzu41DrMGFfGFVRcD0Xz/JIRVpoCTVjaibDyX501eDa5nVmtxcwNYOwL7T3Pd1n+1tbaX70ox/hOA7JZJJXXnmVlZUVmpubqdfrlEpFOjs7KZfLBAJxOjvv77twLyzL4v1zH3JtfopDA6MMdPYBNG6QVo1cEaKhKB2tD3+djyRJj5bruJz/8CrXL84zNNFLS0cTgZCfcCxEvWZh1SzKxQpLM2s4tkNLRxOO5aAF7mXazP73BNu2SCbb+LVf+x2amlpQVQXP81BVlWAwzIkTz2OaJpVKmdbWdhYXZygWc+RyGeLxpod7AB6p/a/4ru0Qb09x8rd/nXBzIyOm2PnbQCTCwMmn0H0m0VQL/kiEzOISnuNgVauYd1o4f8ANRghBrVpnaHSAIyfGCYYaBYvrtToK0NHVRntn684aWJvOng5mpua4dP4qTz93DH9g/6mw0lfTlyLQEEJgGAZDfYO8/do3iIQjaGpjXrxpGKSSrYCCojQempviCYrlEqVKmVjk/udpOpbLL//LJarFOoqqEIr5KedrKKqCVbUJhH10jiRxbJdwPEAoFmDl+hZWxaZ3PHXLVJsHcf7TT7l2+Qoba2u0d3Xi2A6qqpLPNQrsxOJxXnnzTU6//z4vv/4a6Y0Nkq2tVCoVKpXKfQcaB7GsOn/6p/+JQqGApqnEYnFyuRyqqlKtVgmHw4yOHsKy6iQSzbS2pvD5Mqyvr3L48NGHOmx9Y7Soo7uLiePHaGlrLJa26nUisRi2ZeG6Loqi0Ds4QFtnB57wqNdq1Gs1mltaHsr+fLx0jtntBTaKaTpibViOhaZq5GoFFCAeiPFi37OcWT7PN0Zfo1AvUrYqJENN+wYa9/v+o9EozzzzDMeOHccwGmtzOjs78fv9vP76G7tTrzY3N6nVajiOQ6lUJBAIfu4F1zf2Qdd1Brr6eOu514mGo5SrZZpjjZtje7INIQSqorCV20ZVFAK+APFI7HO1LUnSoyeEaNTW6Uvx1EuHiTY1FvkqgOO4tHW3NK4DAjRdI79dIJPOk9su0NLRvDt98n5dvXqea9cukE6vk0p17FzLVQqFxj0vGo3zwgtv8skn73Hy5Mv86Ef/hXi8mVAo+oQFGvvbuD7D7EefUthME2trBUB4gmq+gOd5BKIRxt98hevvf8TIK89z7s/+gp7jhwnEYncONO7gZ3/xC7a3suSzeVLtrZSKZTRdo1KqYBgGzS0JRsaHWF5Ypb2rjfNnLnHs6cON9RySdJMvRaBRtyz++zt/Qd2qs7K+gmmYWLZNrV5DVRWC/iBDfUNspDdoTbawld3GcRzCwTAvnXzhntsRQuC5HpqhMfFSP47tYpgapt9g5uwK7UNJdFNrBDSqQqw5hO7TsaoWwagPq+bg2B6GquBYLp7rYfjvnDLOcZw9GTKGRkcaQ5GVKh1dnZRKJbbTW6Ta2xoLswydjq5Ovvc738e2LMYmJjB9Pnw+H6bPpFarfZZ9SVGolMv4AwFcx7ljCjshBI7j7D6sGobJiy++imXVd6c9TU5epaendzcdajAYpKkpuVMMsczExFG2t9NYlrWbVcl1XRzHAQSa9mBfydXFJS6fP08ukyUYakwdE8Iju50hEAxi+nw8/fwpPnznFzz/2it88ssPqJTL1Gs1hg6N8dKbb3yuQMPxXDRF5VDrMKlIC67nEg9EWStsUrLK9CW6cT0Xx3PoiXfQHW+n7likwi34dJOOaArXawRClmNjaDrcR2ZCz/P44Q9/gGVZVKtVtra2GtPFHAfHcQiFQqRSbRiGTr1eZ2zsEO+//x66rrOxscHv/d5fobn54Glt92Izk+bDix9TKBfw+/xsZNJ4nku2kCPgD+AzfDx7+Bk+OP8hLxw7xTtn3qNcqzA+MMbLJ+79PJQk6Yvz4U/OYtVslmfW8Ad9OE7jXmZbDv6gj1hThGgiTG6rwKGnhlhfSrO2uEkoGiQc3X86034aGR9ddF2nr2+YSCTWuG+HI+Ry2+TzOXp7B6nVariuQ0tLG9/5zl/Btut873v/w24Hl2XVMYzGFGrXdfH7n5zUuJ7rNqZhd3eiGQau4xCMRakVS2RX1kgND2DXati1OtFUK0//5rcRnseJ775NIBYFIXBtB1XXcC0b5S6Bnuc2pt0qqsKJZ49SKTdmafgDflaWVgmFg8QSMRzbwbZtBob6GB0fxrIsovEIiUQc1/VwXQ/D0HEcd/eZQfrqeqI//d0eVE0jHo1TrpQJh8LEo3HOXTlHT2cPrusSDATRVJWTx57B0HUC/gCe5xHcifTvlnirXrEobFfYXsmT3SjRc6iVSrFOqjfB0uQm7QPNaKZGZq3AkVcGmD2/iqoqbM5nGX+hj+lPVxh+phtNV5k8vcD4S/0sT6WZObvCy799dE97nueyurxBemOTleVlunq6gUbV7lKpRCAQYHN9AxSFUDiM6fOxODfPJx+eJhQKceT4ceq1Gh++9z6lYpFCPs/Xf+1bJJqb+cVPftpIn1sqMTw2ysjYIU6//8udxdIWr7315p79KZVKZDLbrKwssbm5waFDExSLBfr6BlhZWWJwcJirVy/j8/l47bU3+fTTT8jlMpimj5dffo133vkptVqVzs5uhodHWViYZ2rqGocPHyORSPDee+9QKpWwbZvf/M3v39Nnfnt6vmA4hOnzEUvEaevowPM85qanGRwdoV6v4/f7MU2TV772FqFohJ6B/t2pXr6ddH83b/tekrF5QrCSXydd2mKlsE53rAMUiPjC1J06pXqZ9eImrudiNOsEDD+L2RVUVeW9uY8YT43Qk+jk0to1Bpv7+HjpHCEzyPnVK7zQ9wxKy52D0Jv3V1EUmpubyWZzRCIRUqkUly5dIpVKoaoaPl8jA8uhQ4caaaLX1ujo6ERRFNra2ncyk93fRK3bP4uAP0DQ35iSmGpuRVc1rsxdY7hniLpdJ+gPomsabzz7GuFgiKGeQVzPpa2pVRaEkqTH2M3nZ6wpSn67gOk3aGlvZmFqmUhTBMM00PTGNbVnqIOOvkYK+kMnBllbTOPzm/d0nudy2xQKeVZXF6hWq/T0DFAuF+nq6uP69Svous7MzDVSqU5SqU4++OCnJJMpFhamaWlp4/Tpd3j11W+ytrbMuXOnqdervPrq2/ziF3/B9vYm3/3uX3uUh+qhyK9vUM7k2F5auWW9hRkIUEhvYVUaa9wC0QjBeIzZ02foGB9l4/osC59eoLmvm6aeLmZ++TGpkQEMv5+pdz8g0dFOquP2DH6CjbU0uWye5YUVwpEQsXgUzxOEIyGymRyZ7SzVSpX2rjZaWpt572cfUqvWCEfC+Hwmk1emcR2HZEszn54+Dwo8/dwxfvrDX6AoCq9/8+Vf/UGUHhtPZKBh2Rb1ep1CqcjKxirDfYOMDx8iGo6wnt4gHo0xuziLpqq8fPJFzlw8SyTcyOrzwdnTvPrsy1y+fhVd03FdlzMXPyWTzyAEvPHCa3vaUzWV9bkMG/MZPNdj5twK1aJFKO4nGPGjair+oImmq1QKNSJNQbIbRRzLxarZRJtDlDIVFFXBrrvUyxblXGMR1n7XXUVVWVlaZmN9nbWVFUrFIla9Tk9fH929vZg+E03TaG1rw3VdwuEw4UgEq94YWSgU8nR0dxFvSlCrVuno6mJtZZXWtkY2q0Iuj8/vp1wqo2oqvf39uK7L8uLivlM2dV1jbm6G2dlpAM6ePUOxWKC5OUk0GkNV1d082eVyiebmRi9SuVymXq+RTCbJZrPk8zls26JarRCPJ0inN2lrayMeb6J+h5zhjuM01hcUiqyvrNA3NIjruIQiYbY300TiMS6fO4/P52tUNB0dwarXyez06rekUrR3daFpKuc/OdM4Jt3ddPX2YJg+zn/8Me/95GfE4nH8AT9DY6Oc/+QM9Xod27IoFgo88/ypvd8LRWElv8ZGaYu1wjqlehnLteiJd9Ed78DUTTRFRdVU8rUiPYlOAIq1ElvlDCv5dcZTIxiaQdmq0BxKsJxbo+bUcYV34MlZq9WwLIt8Ps/GxjqDg0PYtsWJE0/tZJcK8cknH9PV1cULL7zIuXNnyWQydHV14/OZvPPOO0SjUbq7u4nH43z00Wl+/vOf8dZbX2N1dZV0ehMhGp/74cN7s7ZUa1XqtkW2mKNYLtLd1oVt24SDIUZ6hwBYTa/TmmxjfGCMSzNXSUTjhAMhYuEoH10+g+M4nBg7hs8wmVy4zo8/+hkvn3iRlc1VFteXqNVrtCVT9O+s75Ak6VdLCKiWa9SqdTKbOQJBP6FokO7BdroG2rAth/TqNk2pBGPHG+ltr56dwXVcXNcjv12kXKgwenyArY0c5z+4QkdvikRLjDO/uITpNzh26tCedh3HYXl5jqmpy0SjMQqFLJVKmY6OHiKRGEII/P4AllXHcWwSiWYKhSx+f3A3nW2xWCAWS1As5imVCjvpbw0M496CnS9acStDbnWd9MwcoaYEnuthBgMMPPsUPi+IVa4QTbVQzuWJtrbQ1NNFvVyhkssT70hhVao4tTrhliYUVcUM+AnGonhiv4QwCtntLGsrG8xMzdGUbGJhbhnTNDj18jOEwkGqlSrZTJ615XU6utqJN8XY2nAo5oskBhr3la18kXKpjK5rlIplCvkiuWyecOTBpwRLXw5PZKBRt+q8+/H7XJ25huO6XJm+ytrmOr/+5q8xvTDDsUNHqe8sAK9Uq+QKOaq1KiP9Qyyvr1CqlimWi6yn1xno6d/JwKCwld3at/q0bmocfqmf8Rf62MlIuvvvfLqEL2gQaw2R7IwBCrGWELGWEFsreUrZKrpPQ9VVYi0hjjQNoGoqY6d62VrOo5t758coKDz93LMIIRoLrgF2eq1vrqnQ3tFBenMTv9/P0889i+d5KIqCbVkIz2N4dJSBoSFKxSKapqGqKidPndq90N6YKjW4U/zIH/Dvm2HK5/Pz8suv8eKLr+z29iuKspsdpF6vMT8vmJg4iqJAZ2cX3d29VCoVVFWjo6OLnp4+FhbmAXjzzW+gaSqu66KqGs8882wj0FleYr/FgI7j8vF7v2Tu+nUq5QrXr1xlc32Dl7/2Jun1dYbHx3eHfE3TJL22Tqwpgeu45CtZLpz5lFfeepO+4SGqlQp23aJUKFDI5WlubcF1XUyfSS6ToakliQAq5Qrbm5tUq1U0TaNWq+07k+mZ7mONz2n3s2v8b9WuUnNqDDT30R5tzKk1NJ3hln4QcKh1mGSoifnMIsc7JkCB/qZeBpp6GU+N4NNNsuyfpaNQKPDRR6e5cOECPp+Pixcvsr6+xu/8zu9y/vx5jh073ijYuPM9sW2bra0tNE2nra2NdDqNoijE4wny+Tybm5v4fD7W1tYQQlAoFDAM88C0wuvbm1yaucy5yQskogmC/gDb+Qy//eb3uDh9hcGufkzDJFvM0d7SRs2qoqoKddtCiMb5W6vX2NjepL+zj81MmlwxT66Yw2eYbGW3yZfyhALyBiVJXxgFpi8tsL6UZu7aEsn2BFbdIRQJMHp8gEqhigAMU6dSquEP+nBdj3hzFE1v1JRamF5lcKIX27IRAjZWtghFgmxvZIk1RfZttrm5lVOnXufZZ2+udSVQVY1QKML6+jKHDz9DNNoIOkZGDlOrVdF1g2x2ixdffIvV1UVGRg7T1NTC4cNPAQovvfR1VlcXD6zj9DjpnBijY3yUQ2+8fMvovWs7lLM5tA6DUFMcVVXRTYN4Rxu6YRBtbSHSmiQ9M49q6LQND+I6Dqqu03V0ArtW23cB+OjEMCPjQ7z85vO3tKcoKj5fHs/1mDh2CFVV8VyXI8fHcRyXcqnM6tIaHd2N4CPeFCfZ2ozjuOi6xm/+1V9nZXGV+64eLH2pPJGBRjgY5tVTr3Dy2DNoqorreY0UruEw/d19KIrKYO8gfZ09aKrKqRPPNQqmKQpvvfgG5XKJiZHx3XSvzx0/iWXbXJuZRLsttZ6CiqAxZ1G7bX7j1MdLrM9lKGWr+MONEY32gWYK2416GuFEgHKhRma1QKQ5SCIVQfV9tv22/iaEJ1BuyjKs0MgmcbeUn739/Vw6f4HJK1fIZjIEg0F0wyDV3t64+OganV3dlMvl3WCkq6fnlovIjaDixs/6BgYaayX2uSaoqrrvPgkh+Pjj0ywtLXDu3BnC4SiqqnLixNNcvnyRY8dOcPr0Lzl8+Cjr62v4fD5GRsZ22td321dVlf7+ASzL2rNWwuf3ceqVlzl28hkURcHzXDRdJxgMceSpE7iuy8bqKl29vfgDARzHRtcNjj37DKZp8ta3v021XCYQCHDyxRex6jX8wSDFXB5N0xkcHd1do2LbFgBPnXoW27JAUVhdXCIQDGIVb3rw39lHVVH3HK+tcoYPFj5hu5xFIPBpPjRV45muo3y6cpGj7eMsZJcpWWVy1QL9zT3o6menYku4GYEgq5T3XTeSTCZ5/fU3ePbZZ9F1Yyf7ikIsFmdgYJB8Pk9PTy9DQ0MIIejt7WNkZBTPc4lEIrz55lvYtk0ul2VgYIBvf/s7gEAICIVCtLU1Fmxfv359v68e3W2dtDYlefbwMxi60Yi4UUhE4/R19LKaXiNXzNPR0o4Q8PShpyiWi7iei65pdLZ00NKUpFguYhoGrz3zMrV6HU1TMUImX3/+TQrlAoVScd/2JUl69BRg9Fg/A+PdPP3qYVRVRdPURgKUSBCrZjE3uUxHbyPxhj/g4/Azwxg+g0K2RLItgT/go16tM3p0AMdxseoWoWiAl791ktWFzX1abTwF73e/KRbznD79Dtvbm7iug98fQFFUnnnmJT755F2effYV/vIv/5Tnn3+DtbUl+vtH8Pn8t2ynu7v/sR7RUGj0YO52Kt6071a1yuQ7vyS/sYlTs/CFgyBg5JXnmXznlzz1vW+xOTOHoipkV1ZJDvSiR8LoO4FVIBohEI1QX0/v3lcaHaaftXf7MZ+fWeTCp5fJZnKYpoFhGITCQTp7OthY2+SZ50+Qy+bZ2tzGtmz6hxrrM02zsR1Vhd6B7p01mDLY+Kp6IgMNgFAgSOimPNlCCK5OX+PqzDVUVSPg85Mr5Ojt7GFpdYnOtk5WN9YIh0Jk8zk6Wts5MnYYgGAgSMAveO74yT0XoVZfH4uVFczg3kJlya4Y/pCJVbMxdxZ1+8Mm/cfaUVWF1eltdEOjpSdBrGWf1KVCUM05HIr07/4sHouSSadJdXTcdXFyW0cjqLixBkEIgc/vo7u3FwUFx3Xw5wv4/L47Vr2+eX+yW9vEdzJxKYqCrivUatWdi/r++9PT00sy2UKlUsHv9wEKTU3NfOc730PTGgGBEB5+f4DOzu47tr+9vUk8fmsGIgUIhIIEQgfnRX/mhecByGxtcfHMp9SqNQKhIJqqYfp8JFOtXDx7liNPPcXC7Bx+v59ivkBnbw/tXZ17thkIBgkEG+1FDjeOx2pxbvf38c4m1rSrBMTeWhoRX4iBpl76Ej23XMi74x10xtt3iv4Jwr4wTcE4mnLrWIkQAke42G3Kvr1vqqoSCoUIhfZ+pzzP4/r1KZaXG+tpfL5GjvSjR4/x4Ycf8Pzzz/Pee+/x1FNPMzc3R1NTM52dt75/n8+HEIKnn36aSqWypw1d09ED+r4jDp7nsZJeY2F1kemlGXxmI3XwsZEjnL74MScnnmZhfRFPeCysLREJRmhLpgj6b/5sA0RDEWiFfLmwpw1Jkh6tRocXmH4T028Sitx67V2aXuX65QUQkNnMo2kqTak45XyFQMhPrDnC2sImpXyFQrbI+NPD+IBQpLEuMtESI9ESw6p9VtBC13U0zdrtKLr9uur3B+npGaCrq2939F5RoLW1nW9963dQFIVXX32bYDCMYZj7XjuFENRqFcLhx/PRJxGNYq7OIJoSexZu66ZJsq+bpu5OXNverfodSTZz8vu/ju7z0XVkHFVTaRnowxe8ddH7jRkSwUKVaF9jzUckHGV6vUZTi8fNMyZuaG5pYnis0QFpGAaeJ9B0jYHhXsYmhslsZzFNk5bW5tuqkN/abm6rQCK69z4rfTU8nmfbARRFAZ2dntG9u+64LvFIjO1choDPj+e5VGtVxofHCQYCVKoVNE0jFAyRiCf2bFsIQbVewwz4dn/27MgrONds1tenEcqt06rChAn7gZtTRjsglsEFUuZND8wZsDK37q8qNEaDxxgb+WxBeFtrisr8PHNXrqHcQ0XsgGEQuDlTlOuxMjt3y98oQCmTpZTJ3nFbwvOI+oN0DQw0XqcojI4Oce3adVz34IrsAKapYZqfDYWXSjlKpdwtf2MYKuvrSwduw/Nc4vEQqdRn6Xf9htEIpO6Qou/m/fI8D9Pnw7IsPNfbnVLV0pYiEosSioRJNDdjWxbRRPzAbd6+fSEEXt3azZ7R3Jak9JtdzLy7hFrf20MWiO8N7JbZ3v1voylEHYGCjznWb/k7AdBmMPr2iVvem67rjfe1kz/+II7jEIvFyOVymKa5my3smWdOEgqFSSQS1Go1IpEIkcj+0xduvOdisUBw54al6zp11T6wyu8NrusQDUfIlwq7Vb9dz+Xp8RMkonGioSimYRINhQkF958edaP9klUhFkod2JYkSQ9fOBChXnIIhPY/113XIxwJks8UG5mNXJd6pU7PcAearrG2sNno+AqaRBN7rzE3zu9aySYSbNwnVVXl+PFhLlyYwbb3v75FInsTZGQyC7v/7feD5xUJBGB9fb8RWUEwqHD06MhjVxUcGh2o3+kY5Bczs1T3OQTdRhAMbn3mWPvsvnIjb2DCCMD82p7Xhz2F1/vGdq/Lfr+fwdQ4c9emQNu/oG/IjMFtMdva7GdtRgMJRL3xzLM0tbHn9cKDRLCVroGDOxmlLzdFPM7jiLcRQpDP5Zk/P0PcjOy5UHg7U6HuNu3oxtqA268zrudREGUOPTOBz/9ZETchxO62H7YbmY9udqPn4Vf90dzo0dhvfx7V+79b+9VqlU8nr2LEIqiahuM4u6l579WN/b+f19y2Bar5IkOtbbS1pnb371F+Tje+w7dn10qn02xsbBKNxgGwbRvTvHN2Kmg8GDS+a/e+D5ZlUa/XOHRoDFVVEUKwvrxG+sIKES3UGObfh9hnErDrftY5cPPvb9+G7diN9USKSs2rI1IGoycOyerhkvQr5HkeZ67+ki11Hs3cL9BwUVUFRbnzeSmE1+gF3+fa69mCmN3Fs+Mv3/L7R32/2e+e+zj5Iu4rj/J546DnCumr44kKNOCzWg6lYum2E0MwNTVFT08vfv+dq1JmMhnK5TLd3bdG2KqmEolEHvsL0VfJjZtOLpdjaXmZQqHA0NAQvvuo5t2oK5Gmu7vngfahUQ8kgM/0feHfCyEElmWRy+WYmZmhqamJ1tbWu75uaWmJ5ubk7ujEvTAMg3A4vOemVK/XqZYr91y13LZtlpaWGNgZKbuTXC7HysoKg4ODRKMRQre1L0nSr4YQgmKpuLtu7QbP87h27RrDIyMYd6mPYDs216euMzY2tqezQNcNIuGI7ESQpC+5Jy7Q2I8Qgo2NDSzLoru7+64PJkIIrl27Rnd3N+Fw+Fe0l9L9utHLsrGxwdbWFm1tbSSTyft+8CyXy2xsbNzTg+7jTgjB1tYW6+vr9Pf3EwqF7ul4LCws0NTUdOBUqUepVquxvLzM0NDQXf+2MYe6xszMDMlkklQqJQMNSXpMCCGYn58nHA7f07X4xihsuVymr69PnsuS9BX0pehKqNfrbG1t0dXVdU8XMkVRGBwcZG5uDtd1fwV7KN2vxsLwbS5fvgzAxMQELS0tX9kblRAC27aZmpqiVCoxPj6+Z7ThTu61COGj4LruPU9bUxSFQCDA+Pg4lmUxOTmJbduPdaYYSfoqEEKQzWZxHOeeO3wURaGlpQXbtsnn8/I8lqSvoCc+0PA8j5mZGQYHB+9rCNYwDDo6OlhYWJAXv8eIEIJcLselS5eoVCqMj4/T1tb2lR5ev3GDv3r1Ku3t7fT19d33epNGWuBHv85mP/cTaNygqird3d10dnZy9epVstmsPE8l6Qtk2zbLy8sMDAzcV4ePoigMDAywuLi4k+ZUkqSvkicq69TthBCsrq7S1NR013UZt1MUhaamJjKZDPl8nlgs9pXtLf+iNbIbFdnY2MC2bfx+P2NjY+i6/lA/k7tlS3ocOY7D/Pw8AOPj42ja3jTL9+KLfN+O4+xm67ofiqIQiUSYmJhgbm6ObDb7QEGWJEkP7kaAPz09zcDAwAOdf5qm0dfXx8zMDKOjo8AXe02SJOlX54ldoyGE4Cc/+QmRSIRnn332gS9ajuPw4x//mFQqxfHjx+XFj8YoUalUwv4V9T7Zts0f/dH/i2wmy7/8l//yvqYE3Yt3332XTz/9lL/9t//2E/OQWigUGsUW02m6u7uJx+MPfEyEEPy7f/fvaG5u5tvf/vav9DsuhODf//t/j6qqfP/73/9c7yGTyex2LMTj8X3riEiS9HBVKhV++MMfcvLkyXtaA3kQIQRzc3OcO3eOX/u1X7uvhB6SJD25vtARjRsZhR4k1qnVavzTf/pP+f3f//096yxuVLjcN02r8BCeuOVnM7Mz/OAHP+CP//iP7/sielBbTyrXdbl87SpaIIDh21vw6GZWvc7y0jI9vT3oeiPFqqCxgDuXze6kPhQYhonnukRvK8R3c5t//X/6nzAMnWuzM0wMjxAM3lqM8UG/J9AInNLp9G7GsgdxexX1G/t1Y/8fJsdx+MM//EMSiQR//+//fXRd323rQdsvFIqEQqF7+tsb3+f9vtNCCDzX2zeF7UFyuRzhcPi+jtPt+3BjBDIUCvF3/+7fpa2tjT/8wz98KFPq7vR+JelJ93mvn5cvX+Zf/at/xQsvvLDvObzfKOuNRB63T9fUNI1/8S/+BWNjo4yMjD7Q/jzoqK4kSV+ML2xEw/M8pi9OUV0poYp98nR7LqqqNuofqNruz25Mf6lUK6ytrdHb24tpmLfk4xcIiGqMnDy0O6VKCMHU3FVWCtMI9da37LkuCwuL9Pb2oOwGDQLHdtB0Hatmoek36m4oaPpNveICImozx0ef3bcS6ZNmdW2NCoJk690XXi8tLvLOT35KNBZDVVVSbW2Ew2ESzU1sbaa5cO4c7Z0dBAJBHMfmxVdeues267UamwtLHD50CNgJfK5Pkbfr3GsRCM/1UDV199+WZZHP52lqasLdCTRUTUMIgWHcvQYFgO56HB4cJryT5UkIQalUYmZ+Dk3TOaCkROOG64nd786Naq+2ZaHpOrVqDV3XGw+7aqM+SK1W4+rVq/T19pFoahSWdB2XZFMTnTsV4xtrWQqcPz+Hbe8dpbk5L7qiKBSLRTRNwzRNdN1ACK9R22Kf6Wma5jIx0UVra/MtNUMq5QrXT19FLR18yRA03i9Ko0aGoiiNRaCKIBaNYTsOruugawaapqIekIffNQSdx3tpaW/dfb/pdI4/+ZNprl3dZmVlhYnxCXSj0VfieS6qoiGEh7ITfHieg4IKioIQjWrsQgg01bjl82pqFnz3uwO0tTXJBxjpS6Ver3Np6iw1yvtePm+/TihKoyK4Y9louka9VqdQKKAbBvFY7NZ7H4AA1TOZGDxOOBTePVcvzZ/hw80/pa6U97S5nc6gairxWAxF27m+eCBcgaIpCFcgBKCApiu3nKsKCkn6+cbYXyUWScjzVZKeAF9YoLE4s4ByvU4y0rynl3ZudZ6phWmaYk34TR/hYIi6ZWE5FsVyEUVRqdarlCplalaNb5x6k0Q0ccs2anadZWOTwy8cQ1EU1jZWmSx8SHPnrWsxatU6V85OYdUsgpEgHd0pluZW6Rvu4vxHV+kf6ebSmUl0vdGLEm+OcfKVY7c8gNXKdbR0khOHTj7xF76Z2VmCLc0E72FaSjaToVKuMHXtGp7nkWxJYtsOzS1JrHqdzPY2hmHi8/nQDYOx8UP3lA5x7uo1Thw+AsDU7AzlkI9o4u43FSEE89PTzE/P0JRM4g8EMHaCv3KxiG1ZhGNRNlfXKBWLWHWLN771TcLRvVW8b9+u4zhsTc3w/NHjuwHw+UsXGb7DWpJKpcKnZ85gWRbhcJje3l5mZmYYGRnh9Icfcuz4cS5evEg0EmVlZZnOzi5eeOnFA0cSZqen6WxrJxaN4rouP/vZBeLxkZ3ik5+9plwucvXqpwgh8PuDdHb2sbg4TU/PEBcvfsThwye5dOljPM9jdPQYHR29t7TleR5bW1O89trY7vQGIQTnf/wJ/XRgaMb+77dW5ezUOSzHJhwI0ZPqZnZ1juGuIU5f+YSx3mHOTJ6jOdaMqRu0JloY7Rne95h7wuN6fp7Rbx4lEAhg2w7//J+dYWW5H1BvOv88trauUSytEAg04/fFse0K/kCCfH4BnxnF82xK5Q0cp4aqagwNvo2qfjaYK4RHa2qOv/t/O/6l6CyQJGics+eunCHYKfAH9tYAKpcqXPz0Mp7rEQgF6O7rZG56kYHhXj49fYEjJw5x5cIkhmngeR7xRIyjT0/suV87jsvm9QLPHX0ZVVVZ31rh3y3+P9A7Knv+Nr9WZe1qgUDUQDNVIi1+Stt1zIBGdqVCaiTKwifbKKqCVXYYfrmVWHvglm0IF1LLz/PXTv7fv9JJQiTpSfGFnaWFzTxNof0fHq/OTfLBxY9YSa+ytLGMqqiNHl+Um3pEdYa6B1D3eb2iKPgNH17B2e2t2c5vEkkG97SXzxQ4f/oKs5OLLM6sYFk2qtboBVVoBCLhSBAhwLb3TrtRFAV/yEfB2no4B+YJIUSj2mupVOTQ4QlGDx2it7+f/sEBEGDVLZqTSQDq9RrLi4tYlnWXre6VK5eJ3OP6BCEEk5cu8+kHp1lbXmFjZRVVVXZvRpZloWs6fUODaNqN6Uj3lqJR13WEz8S2baCxrsTn999xwfrW1hYffvABU5OTzExPY1lWYwqWogAKtVqNnp4eLNsiFovhuAdP61IUhWRrK/l8HoBarY7nBdG0ve1nMpucP/8hS0szLC5O4zj2LcHI2toi6fT6gdPIVFVF16OUSp/1RjqOg1ZWDgwyALYLGT68/AlTi9PMrMxh2dZuu4qiUCyX8Bk+osEIoz3DuyOV++6DopLQopTyRQAqlSrr6wEU5dagynVtNjYvsLb2KcXCMtVaBkVpXCsUFCy7TDY3h2WVGtMcFX1ndOPmY6uS3gxSLFYO3B9JehJVncK+QQbA9maGMx+cZ256kbnpRWzbQVM/u/fVaxbdfV20pJLouo7n7e2TbFwbNYRh715PVjML0FTet830bIn5T7bJrVbZni+hKKCqgNIY0Shv19F09cYlct/2VF1hU53Csu//fiJJ0q/eF5t16rYLiRAC13MZ7BrgxOgxmmJNKIDjuli2RTgYwvU8FMATglq9iqEbbGbTREIRdO2zt7Nnzihiz3VLCEE4FuLU60/RN9KNqqpomkoy1USpUObUG0+jKNA/0oPnujiOy/Zm9pEciifRB++9z3vvvMPw6CjRWIze/j6qlQqm6aNYKDA4PMTmxgafnP6IvoF+yqXSfS8A3O9z2/fvvMZ84P7hYZ56/hSxRAKEoJDL05Rs3v3eOI6DYRjUqjUURWFrc4NCPk97V+cdgxlFuXUI/8YUvoNGH1zXJR6L8dbXvsbI6CiqqlKrVpmYmCAQDPLm197a3W4q1Ua5XKJerzM5OcnAwMC+Peu31sLYe9NvzIl2icWaeOmlt+ntHUZRFGzbYmBgjEAgzKlTb6EoCiMjR7GsOq7rsLW1TnPz7YXxFG4e6xSi8TkcdIyEEMRCUd585lVGuoca55KqYRomsVCUN55+BU3VGO4ZwtB05tcXAUjntmiJJ/c/5nz2foUQsM8US1XVaWkZZ3DgGxhGcOczUalWs7S1nQAUOtqfxnUbwVYuv4DrWmja7cf3i6szIkm/akIIYk1RXvvGSwyM9DU6ZDQVXdOIxSO89Nbz6JqG4ziomoZjOwRDAQr5IrH4rSPAN66NN9ZteXgHTNOCpu4gz/6VPqKtflBotKsrBBMmic7Gurzm3hC6qZLfqFHcqmMENILx285XRYA8XyXpifDYpbf94S9/RLFcIl8qkIjGqdUbD4SVWgW/z09LPElnawer6TWeO3yS2ZU5EpE4tmPfEmjcq8tnptjayPDJexeIN0dxncbakGK+jGHqhKMhJk6McOnTSY4+e4hzH1ymrasVn19OsYjFY/zG979P/9AgCuDz+/H7/VQrVWq1KoZp0t7RQU9fH57r4roume1tEk0Pfy780vw8Zz88TWZ7m2gshqZpeJ5HPpdD0zSCoRCnXn2FD37+Ds+//ipnT3/E4NgowvOoVWu0d3U+tH1xXZf//L//JyqVMrZtc+3qVSqVCkIILMsiGAzR19eHQKDreqNWxJWrzM7O0N7eQTgcpqur677bFcLjpz/9r9RqZWq1CrOzV6jVGr30llXH7w/Q0tJBKBShWq0wOHiIK1fOsra2wPe//39trDV5QKtba/zi3PtkizkuzlxpPKS4LoVyAU3VCAaCvHz0ed6/+CGvHH+JDy99DMBw9+CBgca9qNWybG1dY2XlI0wjiKoZuK6NbZcAFdMI0tH5HOvrn9LRfpL19bMobdDUtP+ULUn6KlheWOWTD86R3cpy9eIkqqbhuR6FXAFN1wgGA5x69SQfvPMxL795ivmZRdo6WqlUqsSO33mq6UGWzmXJLJQpbNYINZkIDxQNqlkbVVfwhXX6n0sy+8EWx77Tyeb1ItGUH92U06Mk6Un22AQanvBQUBjuHiRXbEwPaUkkmVqYJhwMEQ1FG0XHhMehvlGGugexHZvOlo7dh5mbs0rdLY3pjQWrnX1tmD6DVGeSZKqJzdUtLMtm9Mggju3geR5t3a0kdxaKTjw9imHou4vohBBfuXmiiwsLLC0skMvm8Pl85PM5hCfY3toinkigaRpHjh/jlz/5KS+9+gpXL11mc2ODvoF+QqEwiaamB27b87w9IwlCCGKJOF39fbR2tJNMteK5HrNTU4wdOUy9XscwTSKxKG//5m9g+kyOPvM05WKRUCRCc2srwvMQSmO6zY2Ri93P2BN7F0He5ubvgqqqjI6NUi6VMX0m0WiMy5cu0tXdjaqomD4TTdMYGBzE8zw810U7otHV3YVt28Tj8Vt68l3Xvet37MY0sL6+EcrlxsLveLyZmZkrxOPN+HyB3exVfX2ju9lgRkeP0tHRg6Kou1li7nWamkDsLuaOh2MMdPRhOTaJSBxN1bg6P8mRwQlsx8I0TKKhCN97+dsYusFTo8cAaIomGokfFLXRIypujGLdfT0OgGmGScQHcD0Lvz+Bqmhspi/S2jKB57lomonPjDA89C1U1SDVepRAIHnT8b3xfbrrW5akJ9rN16h4U4ye/i7aO1M0JRO4rsvs1DyHjo5Qr1kYhk44EuLXfuvrGIbOyPgQqqoQS8TwXA9FVe75/nfjXIt3BBCuINrmJ9Lqp5K1qGQtOg7FcO3G9STUZHL0253ofo22sSiaoaL7tM/OVw8OyB8hSdJj6gsNNFzXI1fMky1kWUmv0dfeg98XYDjRQraQJRwI43ouhXKRI0OHcT2XhbVFFEXhRx/+mK+feougP0A6m0bXdT6+coZ8qUCxUuSFo6f2vDvP88hlCuQzBTZXt2jvaUwX6R3qopgvEQj5qZRrjeCiq4XVxQ08ITAMnbMfXGL8+DCpziRXz09z6PgQH71zjvTaNt/87de+kOP3RVEUhfW1NcrFEr0D/Vh1i431daKxKLlslmAohBCC8cMTmKZJJBrFMAxCoTADw0P3PZph2TaVYonM1hbrq6sMjo5g1S2aks2sLi2TTLVy9cJFdE3H8zxa29pQFJVyqUQ+l6NSKjNx4hiKonL29Gk0TaeYzzM8fojugX4+/eWHrC4uYds2rW0pRg5P8PG77zcWRW9uoBsGJ557dt99K5VKVCoV0pubbG9tMTQyQq1aZWBwkLnZWZqamvjo9Eckk0meeuppPvroNAsL84wdOoRj2/z4L39MS0sLHV2dJJqaOH/2HFvpNM+dOoWiKPzy/fcplUq0tbdz7PjxfdovUKuV2drawLLqtLV1EwiEiEYTbG6u0NU1wOLiNB0dvXR29vPpp+/S0dHL2toS1WqZsbHjXL16lmSyjUIhx5UrZxgbO0Estn+vZalaplKrkM5tsZ3PMNQ1SK1epTXRQsAfpDMSZ2ZljmSsme+89C0+ufYpqqrSm+om4A/ywaXT1Op1nho9hqkbnJ+5xIXpy7x87HlWttaYXp6lWq/Sk+qmr6t3T/v1egHbqVIub+A6daLRLoLBJH5/glJpdSfdtAEotLUdY3n5Q1paximXN7CsEonEALNzP6a76wWq1W3WN87R2nKY5ub9Uy9L0pOuVq1RKVfJbGXZXNticKyfeq3O2OFhFmaXSDTHmboyTUdXG+NHR7l09irFQon5mUXGj47y7k8+5KnnjjaSbcwscfncVV568xQXzlxm5tocb3zr1T1tCgGVrEW1YJFfqxFp8aH7NJp6Qzh1d3ext+cKwkk/RkBj5UKWyZ9vcPgbHaxdyePaHp2H48x9tEXbWJRSus7KxRw9TzXRrD94Z5UkSb9aX2igoShw4fpFljZW2MxsMrc6T6FU4MjQYcLBUCO7jxAgPDKFLOvbGyysLTLaO0zAF2A1vYbj2GSLOepWHZ/pI+ALsJlJNxam3f7uFIXJCzOsL2+SXs+wNLtKuVhh8FAf0UTksxoBQpDLFPAFfGzNrWFZNj6/SXo9Q1d/O1bdolat49gOjuPsu0juSWdZFrZtk9neJhgMEgyFUFBwXYd4PM6h8QkEjZEjXdd5+tmTXLpwkVAoRGdXV6Pq+vY2U5OTBIIBOru66Orp5vq1SeZnZ1FVlWAwSE9fHx++//7O2gmTZ089t3dnhODCmU9ZmJmhVq2yurhEdnubF994nVKhSCQWxTBMQOA3/Gyub9DT30chl2N26jrNLUm2Njbp6g3guR6uWwcFNtbW6BsaRFEV/Kaf7fRmY22EaKS/rddqaLpOvdb4rPcb06iUy5z55BMuXrhAKBRmdmaW7e1tvv+7v0N6c5NQKIQQHpVKGcuqU61UG6laNzdpTaWwrDr5fI7mliR+vx9FgZbWRkrXqakpFhcXaW1tpVrZf6FyNrvF7OxVJifPk0gkmZ6+TKVS4q23foNcbototHFDLhSy2HbjM83ns1hWnVIpj21bVCql3Z95nofjHLzIslqrcmbyHJdmrxDyB5ldnSdTyPDbr3+PdHaLkD9IJBihUq/iCQ+fYaKpGrlSgUgogqqolGtl0tktBjr7sG0by7bIlfL4DBPLtihWSlgH7EO1mmF7e5LNzYsEgs1sbV/DskqMDH+HSnWbgD+BqqjU6rmd3ladulVE1/07mafquK5FpZLG9RxAwfXsu5wNkvTksm2H859c5vrVGTRNZXlxlcxWlrd/4y220xli8QjBUBDXcahVG9coAMd2cF2XcrHM9laW9s7U7ghgLpOnWqnhut5uyvDbrU8WyK9V2V4sE076sKsusfYAyf4wqgqe27hvljN1kv1hoLFmo7RVx7E8agUbzxHYNRe76uFYjVFY1/Yeo7kYkiTdzReW3vbSBxfod9sbDzauszMMy+4iUtux0FSNqcVp+jv7UICgP0i5VsFxnMZ0KU3D1A0C/iA+w0RVVDzhsbi+RDKeZMPb5sg3nkJVVS5OncVu2UDVVFzH3QlgGhc2RVWpVmpEYmGuX5qlq78dRVEwTJ16zSK3nScSj7C1vk3vUBeO46JqKsL1mJ9eZvBQH7kZm1ePvf2lSG8baGnm0vkLLC8uMj01RXtnJ7VajXgiTl//ALVqdSd7UuNB2+cPcOLpp/jxX/yIbCbD8aee4ujxY/ziZz8ntjMNKBQOMTI2xk/+4i8QolF0qSXVypGjx7h04Tzr6+tsp7f49m98j/TS8m5629MXz5McGcRxXZydjE83husNw0DTdVzXZfrqVQZGRho3xlKJYCiErjfuRu7Oa02fj1KxSKVUxuf3USlX6Onvx9nJZNZYOG0T3Cls5zouiqKwsbpKJBajmstxsn8Yn89HrVZjbmmR/sHGFLu6VUfTNITngaIQCDRSMuZyOWampxkZHcXn8+0slm9krwpHIqyvrxMIBFheWmLs0KHd2haNtRxBbNumUqmwtrpKZ1cXlXyB3p4eyuUy77+/THNzD67rYO9keGpoTLcyTR/Z7Bae5xEOR/H7A7vBhOs6lEoFgsEwgUAQz/Pw+QJsba2hKCq6rnDsWJRkshGoWJbF1A8uMBDtwXEd6raFpqq7U7YCvka9mnypwNzaPCPdwxi6DjSmJVXrNUKBIAvrSyQicda3NxjuGkQgsBwbBTD0RhrNQqVIsVIiEongP5mgtT1FLlfg//2PFnDdNjzPwXUtFOWz9yuEi6b5qFYzeMLFZ0YxjACe5+J6FgiPer0RcJhmGM9z0XU/5fIGAJGIyt/7f3aQTH6WJluSnmRCCD648DM6x5I4joNdt1E0daeuj7K7zjC9vkWxUKazpw1VVbEsu3GP9DxKhTLReIT0xhb9w30I4WFbjWulpmsszS2Tam8lt1ni6aGX8Zk+Ppl6j5/6/j8oeiOY8NydRBJq41rQ6DsUbC+UiXcGUVTwBXVc26NedqhkLULNPsqZOk3dIayKg6IqGAGNwnoVzdSI1Nv5W4f/v/j9gTsfBEmSvnBfeL+AoRsY+q1F0xbWFjk7eZ5StUzA52dudZ5IMEI8EiOTzxCPxMmXCwRMP47r8PKJW2sPDHUPIoRgo7C9+7Mbv9UNfbfIFzSKu336y4usLW3iuR7+kJ/56WWOnjzEJ++e5/k3n6aQK2NbDgszK0RiYVo7Plu8Onpk8EuXrUYBxibG6e3v49hTJ9B1HV03MEyDltZWAD4+fZqBwUFc193NNHVyZzRCeB6qpnH0xHE21tYb6xB21gScPHWKSqVCrVrDtm0c16FvYIBUezvXrlzZk/L0xlx9wzAOLK6naRqjhw8DkFld4/zHH1MqFPH5/Wi6jj/gp72ri+X5eZ5+4QVWl5YxfSblYomegX4M08CgsW3fToHHG4EMQM9APwDVbG7vsVKUxuvNvfvmui4Xz19gaWmRq1eu7FY7f/bUKX7x85/zjW9+k8sXL3L02HEW5udpTaVoa2vbfb8ApmlimibxeJxCobBn5UJjTYi5M6LTsLBwnampC9RqFfz+RgrceLwZRVHxPBefz08ut43fH0TXdY4ff2H3talUYxF6JrO25/2IG+93n3MWGgU1L85cYmlzhUuzVwn5gwgEz40/wy/Ovc9LR5/n6vw1OpLtLKdXSUTitDWn9myrxfTREk+SLm7vaUNRVDTNvCVrVDY7w2b6ErZdxTACqIqOP9DU6HjwHHQjQLWy3chKpWp0dZ7afW0k0rHzX+t72pKkL4v9rp+O7fDR+5+ytryBEB6Tl68jhODpU8f45c8/4vVvvkxmO4dlWcxdX6C5pYmmZOKW7QyONq6Nuc3S7rVaARCg6Sq355copmssnMlQK9hopkp6poRmqiT7QmxOFxl6sYXSVp1qwaaat0n2hQnEPjvXE12N+k5i8eEfI0mSHo0vLNDwR/xUNqqE/aE9owABX4BUUyuRnUxTnicwDZPR3mEc16VULaHrOuYBDzwAruchfJ8tGg4HYqyUljB8t9UBUBSCkSCdfW1USlX8AR8oYJg6L3/jWQKhADNXFwhFAjS3JIjGI3vbclx86t0L3D1JYrEYsVgM2tv3/f3J554jm8ly8fx5FEVhe2sbRQG/P4DP7+fC2bO0dXRgOzau42BZFqqqkmhq2l0M/tmC3sY6jhtThm4WME1qtRr+QOCeRot8fh/NLS2EIhEMw2jU+9B1uvv7aO/qJBAK0dbZjm3ZhMLhez4enuchLGt3lMQwDOq1xnqegxZDKopCOBKmr7+fUqlEIBBAQcHn8/HNt98mFo8zOjaGQNCaSjWO9wGEEBTyeWLBxvfMNE2EqO2m2b2Z3x+ktbWDcrlEIBDcKdwXoLd3BIBiMb9TK8MkFNr7fW4U4SoTCLTu/kzXdRzDvfP7RSEcDNPX3rPTSdDobTQNk2889xahQIjWbJpYOIbl2MTCd36/RadMU7iRDSwQ8BGO1Mjn9r5fXQ8QDrVj2SUMIwhCoOv+ncxSgnq9gIKKphkY5t7PvDHiViUY9B+4P5L0JNIV3+4o6e0UVSEcCdHd10mlUsXvNwEFX8DP62+/QjDop1QsEW+Kkkw1E4rsf4/zPA/PUnYTsDSFU3hZA+F39p6rpkqoycQX0lF1ZWcWg0KiK0ik1Y9dc/E8QShiYPi1fWtpCCEIu63oB9z7JUl6vHxhU6csy+LKLy8SKBnodyjc9SCEEBSVCgPPjxCNNyqBu67LmSsfUNI30YyHN71JCPCKJidHXiYSfrC0f4+TxaUlRNBPPHH3KSRzMzNcu3KVrXS68RCtKARDIY49dYJarUYq1cbc7CyVcglN03nq5DN3DRYcx2H5+jTHJhojFLVajU+vXUUJBxuFFL8AArCKJUbbOmltadmtZ7GZTrO+uUE4Gn3kU+bqtRqKEIwMDaPuTFlaWlrj6tUtdD3EvRQevFeOU6G/P8zwcO9NFbgF25tbLH04S1gE7poV6vOqihqh0QT9hwZ3j/e1a8v8x/+wTqn4cKdLhEI1fvO3khw+0vvIP0dJ+lUqFPJcmPkEX1RFUR/+d1sIQb3oMNx+hNaW1O699meX/pRzzp/j6Q+/qF6wmuI7fX+TntSAPF8l6QnwhQUa0OgJKZfKuK77ULfbeOAN7qna7HmNRbn2AYvXHoSqKoSCYTRN+1Jc9CzL4vzVK7R2dWLepbie8MRtVZaVnSJMOwGBaKQPvfEFu1saRM91WV9eob+jg6bEZ6MenudRLpd3p1/9yikKwUAAw7h1NEwIgW3bVKvVRz59zjBNgreN6tyoy1Gt1h5q+36/b2dh+m1FL2+838qjf78+nw9/wL/n/dbrdSqV2kOr1aUoEAj48fv3r54sSU+yG+mxy+Xybdfqh0RRCAaC+14bS+UitvPwEy2EgmFMw5TnqyQ9Ib7QQEN6/Nx4mFzf2MCyD75JVCoV0uk0vb17U5DuJ51OoygKyeTBxdlUVaU1mSQU2judTpIkSZIkSXqyyEBDum+2bXP16lVGdzIp3QvP87hy5Qr9/f0Eg0EZSEiSJEmSJH3JyRqb0n3xPI/r16/T19fXqDlxj1RVZWRkhJmZmYc+VU6SJEmSJEl6/MhAQ7pnQggWFxdJJBJEIpH7HpUwDIPe3l6uX7/+pUsJLEmSJEmSJN1KBhrSPbEsix/84AfU63Xa2toeaOqToihEo1FisRiLi4sy2JAkSZIkSfoSk4HGl9CNTCO2bT+0fyYnJ/mf/+f/uVFPwXH2/RvHce4aPCiKQnt7e6PS9NQUlvXw0x9KkiRJkiRJXzy5GPxLRgjByuoqG5lttH2KNN3OsiyEEHsWdXueR71Ww/T5sG2LSqUCKDTtFNvbt23Pw9Q0xoZHdos3HSSTyfC7v/u7/NEf/RGnTp26499KkiRJkiRJTx4ZaHzJFItFZleW6R8euqfpTT/88z8nEokQiycAQU9fH5vrG7R1tPPLd99jZHSUy5cu8va3v33X4EEIQS6bxSmWGejv3/3Z8vQimelNbknjLgTT09OUK2WOHTt+0Bb5rBDdzf/doOgKqfFOUl0PNpVLkiRJkiRJenTu3uUtPVEKxSKJZPM9P3hHYzHC4Qjv/vznCCH4+ttvMz01RUdXJ719fSgKmIaJ67p3DTQURSEWj7Owsbn7s6Xri9Te2aI/0HpLNWmBIO4z2bIyhOfV3dcHDD9zmwtEAxHm00v0t/aQKWWp2XVODd9aWdwTgqXFBbRva7S0t97PYZIkSZIkSZIeMRlofMkIIe4pyLhRcXv00CGi0SidXV2EwiFUVcXv95PP5TAMHcd1GZsYZ2FujoGhobsGGwA3D5FlpjYYCLSh3rZPlm3x4wvvcGnpKsPtAwy3DVKxqnQ2tZMt56jUK9iOzV9e+DkB009bPIXjOZj6Zyl1NUWh09fK6vSaDDQkSZIkSZIeMzLQ+IoSQvDzn/yETz76mK7ubtra2zF9JgoKmq5h2zZ9/f1MT11nbnaW/oEB2trbiUSj99eOK9gv7NFUnUQ4zv/w6u/SGk1i6AambqIqKu2JFACO5/LSoeeoWDVqVo2aVcfQjFsCKQUV4crZf5IkSZIkSY8bGWh8hVUrVYZHRpg4cgRN1+js6kJRFDLb25RLJXRd5/jTT5FsSaJpOqbPh+d5KIryudZE2K7NL699hK7pLKaXWdlexROCUq2MqRsEzAAdiRTZcp5IIIyqqCxuLVOulfnus99CU+4+qiJJkiRJkiR9sWSg8RVULBTYSqfp6evFNE00TcNzXT756CM6O7vwhEd7Rwfzc3P09veT3kyTbEnyi5/9nGAwyAsvv/S52ldQKNcr5MoFQr4ALbEkl5eu0RproVyvoCoquUqBnmQXpm4AUKqV8Rm+W9Z5SJIkSZIkSY8vGWh8BWW2t/nxj/6S7PY2PTsLvnPZHJ7n8cnpj0gkErz6xutsbmzS2d2NaRqc/uADwuEwkWjsvtvzhIfrutRti7XsBt3JTl4dfxHTMClWi/gNH8VqieZIghP9R1nLbhANRFBVlfPzlzg18gyu8NAUFRS4tnIdVVEo1soc7Rl/BEdIkiRJkiRJ+rxkoPEldSNrcbVaRVEU/H7/7s87urr4+tvfRHgC02fiOA5W3aJer+F5gkg0Qnd3N7F4HOF5JFta+fXfGCWeSJDNZFhdWSEYCuH3+/H5fKyurBCLx9ne2qKru3vPvlTqVU5f/4RrK9NUrSo9yS5WMmt87dhrXF2e4pnB42RLORzXoVKvUqgWcT2XkD/EZn6Lcq1CtV6lZtdJhOOsZtYwNIOaXceT2ZklSZIkSZIeSzLQ+JKavHqV1ZVVpqemaEm1YhgmigJd3d1srm8QCoep1WpYlkUgGODZU6f4b3/6X+nt7yORSCCAjz74EFVV6e7twfM8NE3j49OnMYxGcDJx+DDReIyf/Ogv8TwXXdP5rd/73T37EvIHOd5/lIFUH6qi4noup0aeoSWaZKR9CCE8Opra6G7uxPVc+lp6KFQK+HWTY30TlOplWmJJCpUinvA40X8URVG4sHBZ1s+QJEmSJEl6TMlA40sqHImQTCap1+uEwyEUVcU0TYZGRujr7+fypUv09vdh2zbFQgHPdRkeGSEUDqPpOgoKI4fGUBUVw2hkelJVlfHDh8nnciRbWrAtm0AgwPjhCRRFYWFufs8KCoXGmoxkpIlk5Naq4ktbK1xeukbIF8Rn+NguZVFVle1ihngoxvTGHAEzQCG9RGushfGuUQAS4ThCCF4aOyVHNCRJkiRJkh5TMtD4kurq7qaru5ujJ47v+/vjTz2FAszPzxOJRCiVSrS2pVBVFdP0sba2SjKZZHlpCZ/PTzaboa29naHh4d1t3JiedfK55xBCMHboEKbPd0s7SkDDLXjo+2SKShe2cTyXqbUZYsEoqqJguzat0SRBXxBTM3BdF1AwdfPWtLY7ma/qdg09YHzu4yVJkiRJkiQ9XDLQ+JLRNI26497174LBIHMzM1y5dImNtXU0TcMwTYLBAE898wyrq6ucfO45isUihUKBWrW2Zxu3P/iHIxFc170lM1T3iQFm//wKKS+BinrL64fa+xlo7wMhQLnxKmW3uN9o1wg3yv8pikKxVrrl9a5wWffnODR+4p6OjSRJkiRJkvSrowgh5558mdTrdS5eu0rfyDCGceeeftd1KeTzwI26GI0H/ng8DjRGLGq12k7wAKFw+I7bE0KwsrhIczhKWyq1+7NKucL2ahrvIRfW0wyVls4UPr9PrtWQJEmSJEl6zMhA40tGCEG5XGZhaQnHO3hkw/M81tfWaO/ouKeH9O3tbYKBIIFg4MC/UYDWZJJUa0o++EuSJEmSJH3FyUDjK0gIwdzcHOFwmJaWlnsKCur1OpOTk4yPj6PrcsadJEmSJEmSdGfq3f9E+jIRQpBOpwHuOcgAME2Tnp4eZmZmkLGpJEmSJEmSdDcy0PiKqVQqpNNp+vr67mt6k6IoxGIxwuEwKysrMtiQJEmSJEmS7kgGGl8RQggWFxeZmppieHgYVb3/j15RFDo6OiiXy+TzeRlsSJIkSZIkSQeSgcZjTAjx0P6p1+v8zb/5N1lZWcEwjAP/7m4URWFoaIjFxUWKxSKe5/0KjoQkSZIkSZL0pJGLwR9TnuexuLRErlDgYXxApWKRs+fO8fypU+j7pL1VgEgoRF9vL5q2t7je7ZaXl/k7f+fv8M/+2T+jq6vrIeyhJEmSJEmS9GUiA43HkBCC+YUFhGnQslOP4iC2ZXHu7FlGRkdxXBe/39/YhuextbVFLBbn4vlzTBw5QnMyecdtZba3qReKDA8OoihKI1Vupcz65iaue+vIhW1b/Mmf/An9/f0888zJB36vwUCAjra2ewpuJEmSJEmSpCeHzFP6mMoViwyNH7rrgu3l5WUuX7zI9clJrk9d59jx43R2d9Hc3IzjuuTzOep1i+3tbZItLXfcVlNzM9c3Nnf/f6FQ4MriPKmeLozbAgE/8Ht/4/9CuVSGgB8hBLqmo+kaC3PztKRaWZydQ9U0dF3DcRzGJib2tFkqlTl/9TLHxw8/0LoRSZIkSZIk6fEkA40nXFtbG7/zV/8q773zDkeOHae3r5dyuYxjO7S2NbG5vk53TzfRaJRyuUwoFDpwW4qicHNcs7C6QvfQAIZp7vnbfC7Hf/+vf8bWxibJ1laeeu4k5z45w8kXnmd5YRHbslhaWMS2bXr7+whHo/j8/j2Bk8/vp16tUigWiMfiD+uwSJIkSZIkSV8wGWg8wbbSad595x0URSEUDpNMJnn3nV9w4qmnOH/uLM88+ywz0zOk05voms7R48c4tM+owkFcz0M7oDifqqrUqlWOn3yGpuZmmltaePu738Xn91GtVIlEI5g+E1VV8fl8NCWTu4vNbw42FEXBME1s2/l8B0OSJEmSJEl6rMhA4wmWz+WYnZ5haGQYq27h8/s4NH6IcCRMMBjCsiwGh4eIRCM4to3ykKYmuY7D5voGzzz/PH5/Y9pUdjtDZmuLaDxOMBgkEAhiWzahSJhqpcInH5zG9Jm88OorD2UfJEmSJEmSpMebDDSeQEIIyqUS0ViM7/7mb9Da1oaiKGQzGRJNTRimyYuvvIxVr6MbBp7nUa1UKJdKfHz6NCeefhr9gJGKe2HbNh+++x65bJZQOExzspmlhQWCoTDlUolYPM7A8BD+QACB4Nqly2yub9Dd24MQ4r4KBUqSJEmSJElPJhloPIHqtRr/6T/8Bwr5ArqhE4vFyGazqKpKtVolEolyaGKcaqVCS2srsVicTz/5hJbWVvx+P9VKhUg0em+N3aivIQSFQpFwJIzp8/G93/sdPNdD01Q21taJxmI8feo5yqUynueSaG5mO51GURRefuMNdF1jdXmFteUVkq0tCGBteYVYIv4oD5UkSZIkSZL0BZGBxhPCtm10XUdRFEyfj1defx3bthFCEAlHOH/uLGOHxvGEh+u6hMNhUm1tuK5LZnubN7/+dQCseh3T58NxHDRNo16vYxgG9Xp9NzXu7e1eu3yFxfl5NtfWGRgeIpfNMjA8zOb6Op093UxduYrP76dSruB5HnMzs7S2tZHe2NwNaoYPjbG+usr21hZjExMIIbhy4QId3V0MDg79qg+nJEmSJEmS9IjJQOMxVq/V2NzcZGVpmfW1NcYmxikVi/T09rK6vEzfwABXL1/Gth2EEGi6Rq1cY2FuDsd2+Pq33ub82bOkN9MgBG9/59v86Ic/ZG52luZkksNHj/Jnf/IntLS2sry4yNe/9a09+6AbBsFQkNZUilA4jK7rtKRSRGMx+gYGMEyD5YVF4okE9XoNwzB3R00K+TzxRKJRmbxWw7Ft2js6AEFLayvNLS3o+t7igZIkSZIkSdKTTwYajzFd11mYm2dxcYFatcaFc+col8qEIxHiTU2YponP7yca85HP5ykUCiQSCep1i0I+z+bGBsFgiHJpFsuyyGWzmKaPaCyKEIJarUYsFiO9uYllWQjP27MPiqIwPDa25+dCCHKZDNcuT9E3OLg7FSsai2LVW1AUhabmZnoH+jn3yRk6rC5e/dpb3Fwf8vlXXsZxHMr5wqM7iJIkSZIkSdIXQgYajzFN13nxlZd5QbzU+IEQoCioqoqiKHieRyqVIhgKcfTYMRzXxTAMvvWdb1Ov1dANA8dx+Pb3vsf1yUkCwSCvvvE6AJ7roqgqb37966iqytrqKtFYjEIms9u+utPGQYX0zn78CZvrG2ysrxNPJFBVhaefe46VpSWOHD+O67rkc3nKpRLlUonmluQtC8ENw0DXdQqZjKwMLkmSJEmS9CUjA43H3J2qZVuWxezMDOtra1QqVSKRCALBq6+/zjs//Rnf/a3f5PrkFKqqsrS4SE9v7+46jNu329HZubPo+7Oftbe0sjC/SEdfD6qydz+ePvUcnuvhOM5u8BMIBnYrgMeaEgjP49kXXyASjeK5t4+YNEZVqpk8sc7eBztAkiRJkiRJ0mNJETfPZZEeC0IIpqanCTc3E41FD0wH63ke01NTuK6LZVmNUQFFoX9gAF3TMH0+Njc20DSN7a0thkZGDhw5EEJQKZfZWlllfGwMRVEQQpDe2mItvYn3iL4mfsOkv6cHn88n095KkiRJkiR9ichA4zHlOA6T09exHHffB3BPeBSLRWLR2D1vs1AsEAqF0NS9wYYQAl1VGB0axjTNz7XvkiRJkiRJkiQDjceY2Klhsd9HNDs7SzgcprW19Z63l8lk2N7eZmhoaN/g5cb0J0mSJEmSJEn6vGSg8YQRQrC6uorjOPT09NxXYPB5XitJkiRJkiRJ9+PglcbSY0cIQSaToVwuP1CgoCgKHR0dOI7D5ubmviMlkiRJkiRJkvQwyEDjCeG6LplMhrW1NQYHBx94NEJRFPr7+8lkMmxtbeE4zkPeU0mSJEmSJEmSgcYTQQjBxx9/zN/6W3+Lnp6ez11zQlVV+vr6+Ht/7+/xk5/8RI5sSJIkSZIkSQ+dXKPxCLmuy9raOpVK5XNv68///L8Ri0V58cUX962t4fP56OhoxzCM3Z85jsPq2hq1Wm3P33tC8OmZM8zPz/Nbv/1bKHy+9Rp+v5+O9nZ0XZZmkSRJkiRJkmSg8cgIIbh8+SrxeDPRaBT2eZB3XZdcLnfjFYRCYSyrjmEYXLt2jd7eXq5cuUxra4pkMokQgubm5H6tUa1WWVtb5siRCTRNw/M8Ll25QrItRSgUgn2mWrmuSzaTRVUVPCGIhMPULQtd15m8do2enl6uXL5EKBSivaMDn89HU3Pzfm+WcrlMem2dIxMTdywyKEmSJEmSJH01yO7nR6RaraJpJslky4HrKa5du8qf/dl/JRDwEwyGeP31N3jvvXd58cWXSKc36e3tJZlsYXNzg4sXL9DX10dHR+e+2zJNH5VKhVwuR3NzM6VSCX8oRKKp6cD2r1y+zH/7sz8jGAwSDAZ59fU3+OV77/H8iy+wlU7T19dPMBRianKSjz/6iOeef572jo792/f5KJdKjdoesXuv7SFJkiRJkiR9OclA4xFxHAfDMO64aNvn89He3s7zz78AKLS3d/C7v/tXgEbVb9P00d8/QGdnJ54n8DyXcrlEIBBAva3onqIoGIa5u7jbcRwM8+7td3R28vwLLyAEdHR28Dt/5feAxoiMYRpMHD5MW1sbuq6jGwb1eh3TNPdsV1EUDNOUi8slSZIkSZIkQAYaXwjXdbl48QKe5zIyMko2m0VRFBYW5vH7fYRCYaLRKJubG+i6jqqqZLNZtre38TyXl156hUgk8sDt1+t1rly+jGM7DI+MkM1kAcHM9HXiiQSmadLW1sbC/DyptjZyuRyapjEzPY3nefz6d7+L6fM9vAMiSZIkSZIkfenIQOMLIITg+vUptre3ME2Tjo5OpqamiMfj1GpVwuEIra2t9PX1o2ka4XCE7e0tNE2ls7OTcDj8udp3XZfLFy+Rz+dIJBLEEwmmr18nHo8zMz1NIpHAtm0Cfj+appFIJLAsi9HRUWZnZ/E87yEdCUmSJEmSJOnLSi4Gf0QKhQKbm1k6O7sQQlCv16lUKiQSCYQQuK6LbduUSiXS6U1s22Zi4jDr62vU63Wampppbm5mdXWVYrFAT08vAFtbaarVKoODQ1QqZYrFIul0mpaWVkzTxDAEqVSKTCZDvloh1daGEIJarUatWiV+e/vFIhsbG7iuy/jEBNPXr2MYBq2pFLqmsbiwSDQeo729nUK+wPr6Go7tcPjIYSzLYmtri62tLVKpFIqiEPH5ad5vwbgkSZIkSZL0lSJHNB6xublZ5uZmuXjxApFIlKamJra3t3jttTf4+OOPmJg4jOs66LqBrutcuXKZQqHA6OgYtVqV//Jf/jPHjh0jGo2xvb3Ff//vP6StLUVHRwfpdJrLly+xvr7GkSPHGBoa3tP+zPQM8/NzXDp/gVg8RjyeIJPN8Mqrr/LpmTOMHTrEpQsX6e7pRlVV1tfWmJ2Z4ZVXXyMYDjE9fR3TNGltbcUTHpcuXEDTdYaGh3jv3Xe5cvkKiaYEhw4doqe39ws4wpIkSZIkSdLjSAYaj1hrayuKouD3BwiHQwgB/f0D9Pb20dnZxeLiAktLGzQ1NeO6LkePHqdUKiKEoKmpmTfeeBNFUajVqvT29vFrv/ZtXNelXC7T1taoW5FMthxYvyKVakXTVIKBAKFQGBQYYJC+/n66uruZm51lYHCQaDSK67p0dHbS1d0IOpqbmxkdGyMSibCVThMMBjl6/DiO41AsFjl+4gTdPT3kc3lZP0OSJEmSJEm6hXw6fMQikSiRSJSBgcE9vzMMA8MwUFWNYDDI3NwsAB0dnczMTCOEIJfLMTQ0zJkzn/Dii0nGxyd2K3krikIoFKKrqxvP826qyfGZaCxGNBZjYHBv+5qmoSgKtm1hmAaLCwtomkZ7RwdzMzNoqsrmxiaJpibOffopr73xBmOHDt3Sfmsqheu6eJ7H9tbWQzxykiRJkiRJ0pNMBhqPiKZpuK6DEOLAFLOO4zA1NUk6vcn582dJJJoAwauvvk42m6FQyHPp0gVCoRCO4+C6jdSxt29P0zRUVcV1Hfx+c/dnjnPn9quVCjPT06TTac6fO08kEgZF4Wtf/zqZbBZFVdENnVw2i+M4u4vAD2rfcRy0oLZfU5IkSZIkSdJXjFwM/oh4nselS1doa+skHD44FW2tVtv5exdQUBTw+fy71bVvPOC7rovf7z8waKjVqiwszHLkyAS6rjdS6F6+TGdvD8FQaP/GhaBaq6EA3o1RCsAfCOy2Y9s27Cwe9wcCB76PSqXCyvwCRyYalcklSZIkSZKkrzYZaDxCtm2ztLRMtVp75G2ZpkF3dxc+nw9FURBCYNs2i0tL1K36I2/fZ/ro6e7GNM1H3pYkSZIkSZL0+JOBhiRJkiRJkiRJD536Re+AJEmSJEmSJElfPjLQkCRJkiRJkiTpoZOBhiRJkiRJkiRJD50MNCRJkiRJkiRJeuhkoCFJkiRJkiRJ0kMnAw1JkiRJkiRJkh46GWhIkiRJkiRJkvTQyUBDkiRJkiRJkqSHTgYakiRJkiRJkiQ9dP9/ySFh4PPtXTYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "OurTree(table_X_Cats, table_y_Cats_Speed,60,features_Cats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Naive Bayes" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.36829117828500924\n", "Accuracy on test set: 0.3563501849568434\n", "Fold: 1, Class dist.: [ 114 1036 1640 1432 1614], Acc: 0.362\n", "Fold: 2, Class dist.: [ 114 1036 1640 1432 1614], Acc: 0.390\n", "Fold: 3, Class dist.: [ 114 1036 1639 1433 1614], Acc: 0.367\n", "Fold: 4, Class dist.: [ 114 1036 1639 1433 1614], Acc: 0.348\n", "Fold: 5, Class dist.: [ 114 1035 1640 1433 1614], Acc: 0.374\n", "Fold: 6, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.355\n", "Fold: 7, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.352\n", "Fold: 8, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.346\n", "Fold: 9, Class dist.: [ 114 1036 1640 1433 1614], Acc: 0.380\n", "Fold: 10, Class dist.: [ 114 1036 1640 1433 1614], Acc: 0.329\n", "\n", "CV accuracy: 0.360 +/- 0.017\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "naive(table_X_Cats, table_y_Cats_Speed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### K-Nearest Neighbors (KNN)" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.575941230486685\n", "Accuracy on test set: 0.47107438016528924\n", "Fold: 1, Class dist.: [1307 1307 1306 1307 1307], Acc: 0.450\n", "Fold: 2, Class dist.: [1307 1307 1306 1307 1307], Acc: 0.410\n", "Fold: 3, Class dist.: [1307 1307 1307 1306 1307], Acc: 0.448\n", "Fold: 4, Class dist.: [1307 1307 1307 1306 1307], Acc: 0.442\n", "Fold: 5, Class dist.: [1306 1307 1307 1307 1307], Acc: 0.481\n", "Fold: 6, Class dist.: [1306 1307 1307 1307 1307], Acc: 0.457\n", "Fold: 7, Class dist.: [1307 1307 1307 1307 1306], Acc: 0.507\n", "Fold: 8, Class dist.: [1307 1307 1307 1307 1306], Acc: 0.507\n", "Fold: 9, Class dist.: [1307 1306 1307 1307 1307], Acc: 0.507\n", "Fold: 10, Class dist.: [1307 1306 1307 1307 1307], Acc: 0.541\n", "\n", "CV accuracy: 0.475 +/- 0.038\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_smote, y_smote,df1 = smoteadoptionspeed(table_X_Cats, table_y_Cats_Speed,features)\n", "Ourknn(X_smote, y_smote,7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Random Forest" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.5395846185482213\n", "Accuracy on test set: 0.40998766954377314\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [ 114 1036 1640 1432 1614], Acc: 0.401\n", "Fold: 2, Class dist.: [ 114 1036 1640 1432 1614], Acc: 0.405\n", "Fold: 3, Class dist.: [ 114 1036 1639 1433 1614], Acc: 0.396\n", "Fold: 4, Class dist.: [ 114 1036 1639 1433 1614], Acc: 0.357\n", "Fold: 5, Class dist.: [ 114 1035 1640 1433 1614], Acc: 0.422\n", "Fold: 6, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.403\n", "Fold: 7, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.383\n", "Fold: 8, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.367\n", "Fold: 9, Class dist.: [ 114 1036 1640 1433 1614], Acc: 0.418\n", "Fold: 10, Class dist.: [ 114 1036 1640 1433 1614], Acc: 0.350\n", "\n", "CV accuracy: 0.390 +/- 0.024\n" ] } ], "source": [ "RandomF(table_X_Cats, table_y_Cats_Speed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Support Vector Machine" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [ 114 1036 1640 1432 1614], Acc: 0.348\n", "Fold: 2, Class dist.: [ 114 1036 1640 1432 1614], Acc: 0.390\n", "Fold: 3, Class dist.: [ 114 1036 1639 1433 1614], Acc: 0.368\n", "Fold: 4, Class dist.: [ 114 1036 1639 1433 1614], Acc: 0.374\n", "Fold: 5, Class dist.: [ 114 1035 1640 1433 1614], Acc: 0.388\n", "Fold: 6, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.380\n", "Fold: 7, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.383\n", "Fold: 8, Class dist.: [ 115 1036 1640 1433 1613], Acc: 0.394\n", "Fold: 9, Class dist.: [ 114 1036 1640 1433 1614], Acc: 0.392\n", "Fold: 10, Class dist.: [ 114 1036 1640 1433 1614], Acc: 0.346\n", "\n", "CV accuracy: 0.376 +/- 0.016\n", "Training set score (Accuracy) = 0.3802179724449928\n", "Test set score (Accuracy) = 0.3723797780517879\n", "------------------------------------------------------------------------------------------\n", "LinearSVC coefficients and intercept:\n", "Coeficients (w) =\n", " [[-1.04201362e-09 1.27213265e-05 -2.91347484e-04 -2.44616858e-06\n", " 2.83742724e-06 -7.04570169e-06 -1.44049270e-06 1.62119180e-06\n", " -4.05516918e-07 8.45631526e-07 1.60099993e-06 4.22711687e-08\n", " -2.19728504e-06 1.63707762e-05 -2.13030042e-05 -1.26915196e-05]\n", " [-3.39425624e-09 -1.19372211e-04 -1.08089254e-03 -1.85033133e-05\n", " 1.77176905e-05 1.24146077e-06 -1.57759737e-06 1.19385312e-05\n", " 7.73008662e-06 3.79555742e-06 1.10586715e-05 -6.62946849e-07\n", " -2.82407465e-05 2.66218255e-04 -8.47915555e-06 -4.62646848e-05]\n", " [ 8.54994644e-09 -4.13246863e-04 4.62384527e-05 -1.36414910e-05\n", " -4.35018487e-05 4.45842229e-05 2.05132027e-05 1.11513845e-05\n", " 3.00469261e-05 5.05590855e-06 1.31747957e-05 -3.85234770e-06\n", " -1.27152980e-05 -2.15704504e-04 -1.07753684e-05 5.66758958e-05]\n", " [ 3.63637621e-08 -2.05031311e-04 -5.45870204e-04 2.88789249e-05\n", " -4.65005108e-06 -8.80755771e-06 6.97760947e-06 -1.84243421e-05\n", " -2.62858136e-05 -2.29642040e-05 -3.41450099e-05 -2.71040924e-06\n", " -1.23099939e-05 -2.94367024e-04 -8.54394643e-06 4.07128114e-04]\n", " [-1.00080305e-05 5.03314166e-02 2.38883129e-03 1.39355875e-02\n", " -1.10713064e-02 -5.69439717e-04 -5.16182207e-03 -7.76858041e-03\n", " -1.99970714e-03 3.73530043e-03 2.63345487e-03 1.92951687e-03\n", " 3.86477354e-02 6.43374711e-05 -3.12065343e-05 -2.15073439e-02]]\n", "Intercept (b) = [-1.04201362e-09 -3.39425624e-09 8.54994644e-09 3.63637621e-08\n", " -1.00080305e-05]\n" ] } ], "source": [ "svm(table_X_Cats, table_y_Cats_Speed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adoption" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dogs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Tree Model\n" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.7799787007454739\n", "Accuracy on test set: 0.7535121328224776\n", "Fold: 1, Class dist.: [1366 4268], Acc: 0.764\n", "Fold: 2, Class dist.: [1367 4268], Acc: 0.748\n", "Fold: 3, Class dist.: [1367 4268], Acc: 0.746\n", "Fold: 4, Class dist.: [1366 4269], Acc: 0.748\n", "Fold: 5, Class dist.: [1366 4269], Acc: 0.768\n", "Fold: 6, Class dist.: [1366 4269], Acc: 0.751\n", "Fold: 7, Class dist.: [1366 4269], Acc: 0.772\n", "Fold: 8, Class dist.: [1366 4269], Acc: 0.744\n", "Fold: 9, Class dist.: [1366 4269], Acc: 0.762\n", "Fold: 10, Class dist.: [1366 4269], Acc: 0.751\n", "\n", "CV accuracy: 0.755 +/- 0.010\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "OurTree(table_X_Dogs_Adopted, table_y_Dogs_Adopted,20,features_Dogs)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Naive Bayes" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.7356762513312034\n", "Accuracy on test set: 0.7113665389527458\n", "Fold: 1, Class dist.: [1366 4268], Acc: 0.727\n", "Fold: 2, Class dist.: [1367 4268], Acc: 0.727\n", "Fold: 3, Class dist.: [1367 4268], Acc: 0.712\n", "Fold: 4, Class dist.: [1366 4269], Acc: 0.724\n", "Fold: 5, Class dist.: [1366 4269], Acc: 0.733\n", "Fold: 6, Class dist.: [1366 4269], Acc: 0.716\n", "Fold: 7, Class dist.: [1366 4269], Acc: 0.730\n", "Fold: 8, Class dist.: [1366 4269], Acc: 0.735\n", "Fold: 9, Class dist.: [1366 4269], Acc: 0.709\n", "Fold: 10, Class dist.: [1366 4269], Acc: 0.725\n", "\n", "CV accuracy: 0.724 +/- 0.008\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "naive(table_X_Dogs_Adopted, table_y_Dogs_Adopted)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### K-Nearest Neighbors (KNN)" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.8839128907622058\n", "Accuracy on test set: 0.7771338250790305\n", "Fold: 1, Class dist.: [3416 3416], Acc: 0.759\n", "Fold: 2, Class dist.: [3416 3416], Acc: 0.792\n", "Fold: 3, Class dist.: [3416 3417], Acc: 0.751\n", "Fold: 4, Class dist.: [3416 3417], Acc: 0.829\n", "Fold: 5, Class dist.: [3416 3417], Acc: 0.808\n", "Fold: 6, Class dist.: [3416 3417], Acc: 0.808\n", "Fold: 7, Class dist.: [3417 3416], Acc: 0.827\n", "Fold: 8, Class dist.: [3417 3416], Acc: 0.819\n", "Fold: 9, Class dist.: [3417 3416], Acc: 0.809\n", "Fold: 10, Class dist.: [3417 3416], Acc: 0.814\n", "\n", "CV accuracy: 0.802 +/- 0.025\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_smote, y_smote,df1 = smoteadopted(table_X_Dogs_Adopted, table_y_Dogs_Adopted,features)\n", "Ourknn(X_smote, y_smote,3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Support Vector Machine" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [1366 4268], Acc: 0.745\n", "Fold: 2, Class dist.: [1367 4268], Acc: 0.748\n", "Fold: 3, Class dist.: [1367 4268], Acc: 0.759\n", "Fold: 4, Class dist.: [1366 4269], Acc: 0.751\n", "Fold: 5, Class dist.: [1366 4269], Acc: 0.746\n", "Fold: 6, Class dist.: [1366 4269], Acc: 0.744\n", "Fold: 7, Class dist.: [1366 4269], Acc: 0.752\n", "Fold: 8, Class dist.: [1366 4269], Acc: 0.757\n", "Fold: 9, Class dist.: [1366 4269], Acc: 0.748\n", "Fold: 10, Class dist.: [1366 4269], Acc: 0.749\n", "\n", "CV accuracy: 0.750 +/- 0.005\n", "Training set score (Accuracy) = 0.7559105431309904\n", "Test set score (Accuracy) = 0.7369093231162197\n", "------------------------------------------------------------------------------------------\n", "LinearSVC coefficients and intercept:\n", "Coeficients (w) =\n", " [[ 1.66029634e-05 -5.06078236e-02 2.69648567e-03 -9.56303762e-03\n", " 1.93612794e-02 5.97777858e-03 4.32642784e-03 7.22599565e-03\n", " -7.17715463e-04 -7.54557136e-03 5.17667854e-04 -3.86695506e-04\n", " -2.71828312e-02 -1.62068346e-04 -2.63912997e-06 2.85086170e-02]]\n", "Intercept (b) = [8.30148172e-06]\n" ] } ], "source": [ "\n", "svm(table_X_Dogs_Adopted, table_y_Dogs_Adopted)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Random Forest" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.8912890762205831\n", "Accuracy on test set: 0.8414120126448894\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [3416 3416], Acc: 0.605\n", "Fold: 2, Class dist.: [3416 3416], Acc: 0.625\n", "Fold: 3, Class dist.: [3416 3417], Acc: 0.606\n", "Fold: 4, Class dist.: [3416 3417], Acc: 0.885\n", "Fold: 5, Class dist.: [3416 3417], Acc: 0.930\n", "Fold: 6, Class dist.: [3416 3417], Acc: 0.928\n", "Fold: 7, Class dist.: [3417 3416], Acc: 0.935\n", "Fold: 8, Class dist.: [3417 3416], Acc: 0.928\n", "Fold: 9, Class dist.: [3417 3416], Acc: 0.935\n", "Fold: 10, Class dist.: [3417 3416], Acc: 0.946\n", "\n", "CV accuracy: 0.832 +/- 0.145\n" ] } ], "source": [ "X_smote, y_smote,df1 = smoteadopted(table_X_Dogs_Adopted, table_y_Dogs_Adopted,features)\n", "RandomF(X_smote, y_smote)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Tree Model" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.7645486325313593\n", "Accuracy on test set: 0.7552404438964242\n", "Fold: 1, Class dist.: [1614 4222], Acc: 0.761\n", "Fold: 2, Class dist.: [1614 4222], Acc: 0.763\n", "Fold: 3, Class dist.: [1613 4223], Acc: 0.750\n", "Fold: 4, Class dist.: [1613 4223], Acc: 0.747\n", "Fold: 5, Class dist.: [1613 4223], Acc: 0.755\n", "Fold: 6, Class dist.: [1614 4223], Acc: 0.764\n", "Fold: 7, Class dist.: [1614 4223], Acc: 0.752\n", "Fold: 8, Class dist.: [1614 4223], Acc: 0.761\n", "Fold: 9, Class dist.: [1614 4223], Acc: 0.762\n", "Fold: 10, Class dist.: [1614 4223], Acc: 0.727\n", "\n", "CV accuracy: 0.754 +/- 0.011\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "OurTree(table_X_Cats_Adopted, table_y_Cats_Adopted,20,features_Dogs)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Naive Bayes" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.7149907464528069\n", "Accuracy on test set: 0.7114673242909988\n", "Fold: 1, Class dist.: [1614 4222], Acc: 0.689\n", "Fold: 2, Class dist.: [1614 4222], Acc: 0.737\n", "Fold: 3, Class dist.: [1613 4223], Acc: 0.712\n", "Fold: 4, Class dist.: [1613 4223], Acc: 0.700\n", "Fold: 5, Class dist.: [1613 4223], Acc: 0.723\n", "Fold: 6, Class dist.: [1614 4223], Acc: 0.711\n", "Fold: 7, Class dist.: [1614 4223], Acc: 0.704\n", "Fold: 8, Class dist.: [1614 4223], Acc: 0.718\n", "Fold: 9, Class dist.: [1614 4223], Acc: 0.741\n", "Fold: 10, Class dist.: [1614 4223], Acc: 0.704\n", "\n", "CV accuracy: 0.714 +/- 0.015\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "naive(table_X_Cats_Adopted, table_y_Cats_Adopted)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### K-Nearest Neighbors (KNN)" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.8807061340941512\n", "Accuracy on test set: 0.7561497326203208\n", "Fold: 1, Class dist.: [3365 3365], Acc: 0.759\n", "Fold: 2, Class dist.: [3365 3365], Acc: 0.737\n", "Fold: 3, Class dist.: [3365 3365], Acc: 0.761\n", "Fold: 4, Class dist.: [3365 3365], Acc: 0.758\n", "Fold: 5, Class dist.: [3365 3365], Acc: 0.814\n", "Fold: 6, Class dist.: [3365 3365], Acc: 0.824\n", "Fold: 7, Class dist.: [3365 3365], Acc: 0.802\n", "Fold: 8, Class dist.: [3365 3365], Acc: 0.807\n", "Fold: 9, Class dist.: [3366 3365], Acc: 0.803\n", "Fold: 10, Class dist.: [3365 3366], Acc: 0.807\n", "\n", "CV accuracy: 0.787 +/- 0.029\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_smote, y_smote,df1 = smoteadopted(table_X_Cats_Adopted, table_y_Cats_Adopted,features)\n", "Ourknn(X_smote, y_smote,3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Support Vector Machine" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [1614 4222], Acc: 0.737\n", "Fold: 2, Class dist.: [1614 4222], Acc: 0.741\n", "Fold: 3, Class dist.: [1613 4223], Acc: 0.729\n", "Fold: 4, Class dist.: [1613 4223], Acc: 0.741\n", "Fold: 5, Class dist.: [1613 4223], Acc: 0.733\n", "Fold: 6, Class dist.: [1614 4223], Acc: 0.739\n", "Fold: 7, Class dist.: [1614 4223], Acc: 0.715\n", "Fold: 8, Class dist.: [1614 4223], Acc: 0.730\n", "Fold: 9, Class dist.: [1614 4223], Acc: 0.739\n", "Fold: 10, Class dist.: [1614 4223], Acc: 0.721\n", "\n", "CV accuracy: 0.732 +/- 0.009\n", "Training set score (Accuracy) = 0.7234217561176228\n", "Test set score (Accuracy) = 0.7355117139334155\n", "------------------------------------------------------------------------------------------\n", "LinearSVC coefficients and intercept:\n", "Coeficients (w) =\n", " [[ 1.60397922e-06 -3.17046092e-02 -2.12355930e-03 -1.60970449e-03\n", " 4.44005663e-04 5.34751741e-04 8.35971566e-04 1.04477003e-03\n", " 7.49589370e-04 -4.12631690e-04 2.44926785e-04 -3.27439410e-04\n", " -4.38366944e-03 -7.95952693e-05 2.73017726e-05 1.11212790e-02]]\n", "Intercept (b) = [1.60397922e-06]\n" ] } ], "source": [ "svm(table_X_Cats_Adopted, table_y_Cats_Adopted)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Random Forest" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on training set: 0.8610912981455064\n", "Accuracy on test set: 0.8042780748663102\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fold: 1, Class dist.: [3365 3365], Acc: 0.659\n", "Fold: 2, Class dist.: [3365 3365], Acc: 0.690\n", "Fold: 3, Class dist.: [3365 3365], Acc: 0.650\n", "Fold: 4, Class dist.: [3365 3365], Acc: 0.698\n", "Fold: 5, Class dist.: [3365 3365], Acc: 0.898\n", "Fold: 6, Class dist.: [3365 3365], Acc: 0.914\n", "Fold: 7, Class dist.: [3365 3365], Acc: 0.902\n", "Fold: 8, Class dist.: [3365 3365], Acc: 0.897\n", "Fold: 9, Class dist.: [3366 3365], Acc: 0.902\n", "Fold: 10, Class dist.: [3365 3366], Acc: 0.909\n", "\n", "CV accuracy: 0.812 +/- 0.113\n" ] } ], "source": [ "X_smote, y_smote,df1 = smoteadopted(table_X_Cats_Adopted, table_y_Cats_Adopted,features)\n", "RandomF(X_smote, y_smote)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.3. Classification - Final Discussion and Conclusions " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "\n", "## Prediction Adoption Speed\n", "### Dogs\n", "
\n", "\n", "| Model | Training ACC | Test ACC | Cross Validation ACC|\n", "|------------------|-----------------|-----------------|-----------------|\n", "| Tree | 0.379 | 0.356 |0.36 |\n", "| Naive Base | 0.349 | 0.348 |0.348 |\n", "| KNN | 0.529 | 0.341 |0.346 |\n", "| SVM | 0.347 | 0.357 |0.351 |\n", "| Random Forest | 0.546 | 0.367 | 0.369 |\n", "\n", "
\n", " \n", "### Cats\n", "\n", "
\n", "\n", "| Model | Training ACC | Test ACC | Cross Validation ACC|\n", "|------------------|-----------------|-----------------|-----------------|\n", "| Tree | 0.379 | 0.356 |0.36 |\n", "| Naive Base | 0.349 | 0.348 |0.348 |\n", "| KNN | 0.529 | 0.341 |0.346 |\n", "| SVM | 0.347 | 0.357 |0.351 |\n", "| Random Forest | 0.546 | 0.367 | 0.369 |\n", "\n", "\n", "
\n", "\n", "## Prediction Adoption\n", "### Dogs\n", "
\n", "\n", "| Model | Training ACC | Test ACC | Cross Validation ACC|\n", "|------------------|-----------------|-----------------|-----------------|\n", "| Tree | 0.779 | 0.753 |0.755 |\n", "| Naive Base | 0.735 | 0.711 | 0.724 |\n", "| KNN | 0.849 | 0.722 |0.721 |\n", "| SVM |0.755 | 0.736 | 0.750 |\n", "| Random Forest | 0.788 | 0.708 |0.708 |\n", "\n", "\n", "
\n", " \n", "### Cats\n", "\n", "
\n", "\n", "| Model | Training ACC | Test ACC | Cross Validation ACC|\n", "|------------------|-----------------|-----------------|-----------------|\n", "| Tree | 0.379 | 0.356 |0.36 |\n", "| Naive Base | 0.349 | 0.348 |0.348 |\n", "| KNN | 0.529 | 0.341 |0.346 |\n", "| SVM | 0.347 | 0.357 |0.351 |\n", "| Random Forest | 0.546 | 0.367 | 0.369 |\n", "\n", "\n", "
\n", "\n", "\n", "The models generally demonstrated similar performance across the same tasks. As expected, we observed poorer performance in multilabel prediction tasks compared to binary classification, given the increased complexity of the former. It is evident that SMOTE contributed to enhancing the prediction of class 0.\n", "\n", "In most models, predictions did not favor the \"above speed\" category. Instead, they gravitated towards the \"below speed\" classes—specifically classes 2, 3, and 4—rather than directly shifting to class 0. This pattern may highlight substantial differences at the target level.\n", "\n", "It is also noteworthy that, after applying SMOTE, only some models exhibited improved performance. This could be attributed to the way each model operates. For instance, in the case of KNN, if synthetic data points were generated close to existing points, this could lead to improved predictions.\n", "\n", "Overall, the accuracy for predicting adoption or non-adoption was approximately 80% in some models and around 75% in others, indicating consistent results. However, when predicting the speed of adoption, most models underperformed. This failure could be due to the imbalance between the number of features and the number of rows. In this analysis, 16 features were used against a dataset of 5,000 rows, representing a significant disparity that may compromise the viability of multilabel predictions.\n", "\n", "In future analyses, utilizing one-hot encoding could potentially improve results by increasing the number of columns and, consequently, reducing noise-related issues. In this case, noise in a single column could disproportionately impact results, contributing to the failure of multilabel predictions.\n", "
\r\n", "\r\n", "\r\n", "
\r\n", "

Prediction Adoption

\r\n", "\r\n", "| Model | Training ACC | Test ACC | Cross Validation ACC |\r\n", "|--------------------|--------------|----------|-----------------------|\r\n", "| Tree | 0.761 | 0.755 | 0.756 |\r\n", "| Naive Bayes | 0.719 | 0.730 | 0.720 |\r\n", "| KNN | 0.793 | 0.720 | 0.734 |\r\n", "| Logistic Regression| 0.739 | 0.746 | 0.743 |\r\n", "| Random Forest | 0.785 | 0.711 | 0.717 |\r\n", "\r\n", "
\r\n", "\r\n", "\r\n", "
\r\n", "

Prediction Adoption Speed

\r\n", "\r\n", "| Model | Training ACC | Test ACC | Cross Validation ACC |\r\n", "|---------------|--------------|----------|-----------------------|\r\n", "| Tree | 0.379 | 0.356 | 0.36 |\r\n", "| Naive Bayes | 0.349 | 0.348 | 0.348 |\r\n", "| KNN | 0.529 | 0.341 | 0.346 |\r\n", "| SVM | 0.347 | 0.357 | 0.351 |\r\n", "| Random Forest | 0.546 | 0.367 | 0.369 |\r\n", "\r\n", "
\r\n", "
\r\n", " |\r\n", "\r\n", "
\r\n", "\r\n", "\r\n", "\n", " \r\n", " \r\n", "\r\n", " |\r\n", "\r\n", "\r\n", "\r\n", " |\r\n", "\r\n", "\r\n", "\r\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Task 2 (Unsupervised Learning) - Charactering Pets and their Adoption Speed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this task you should **use unsupervised learning to characterize pets and their adoption speed**. You have 2 clustering:\n", "1. **Use Clustering algorithms to find similar groups of adopted pets.** When animals are adopted, is it possible to find groups of pets with the same/similar adoption speed? Evaluate clustering results using **internal and external metrics**.\n", "2. **Be creative and define and explore your own unsupervised learning task!** What else would it be interesting to find out?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.1. Preprocessing Data for Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To complete this part of the work, the dataset was first scaled. Given that K-Means relies on distance-based methods, it was essential to control the scale of the variables." ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [], "source": [ "from LoadingData import *\n", "from Models import *\n", "table_X, table_y, features, target_name, df = load_data('PetFinder_dataset.csv')\n", "%matplotlib inline\n", "table_X_Scaled, table_y_Scaled, features_Scaled, target_name_Scaled, df_Scaled = loadScaledData(df)\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "source": [ "## 2.2. Learning and Evaluating Clusterings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "To explore potential similarities among the animals, clustering was performed using 2, 4, and 8 clusters. The aim was to determine whether the data could be effectively divided by factors such as the type of animal, adoption speed, or adoption speed based on the animal type.\n", "\n", "The silhouette score evaluates how well each data point aligns with its assigned cluster. Scores range from -1 (worst) to 1 (best), with values near 0 indicating overlapping clusters.\n", "\n", "The ARI (Adjusted Rand Index) ranges from -1 (completely dissimilar) to 1 (perfect match), with 0 indicating random clustering.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Clustering" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Clusters 2 \n", "\n", "Kmeans silhouette_score: 0.0980206208981116\n", "Kmeans Adjusted Rand Index (ARI): 0.0031734913631197123\n", "HCA silhouette_score: 0.12665142552829103\n", "HCA Adjusted Rand Index (ARI): 0.0007490641101930682\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i=2\n", "print(\"Number of Clusters \", i ,\" \\n\")\n", "OurKmeans(table_X_Scaled, table_y_Scaled,i)" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Clusters 4 \n", "\n", "Kmeans silhouette_score: 0.09880751324918044\n", "Kmeans Adjusted Rand Index (ARI): 0.004793905554401137\n", "HCA silhouette_score: 0.12048475375960427\n", "HCA Adjusted Rand Index (ARI): 0.003456109079462546\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i=4\n", "print(\"Number of Clusters \", i ,\" \\n\")\n", "OurKmeans(table_X_Scaled, table_y_Scaled,i)" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Clusters 8 \n", "\n", "Kmeans silhouette_score: 0.10453662380484792\n", "Kmeans Adjusted Rand Index (ARI): 0.009729493678839164\n", "HCA silhouette_score: 0.06667274333941256\n", "HCA Adjusted Rand Index (ARI): 0.010731271596755989\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i=8\n", "print(\"Number of Clusters \", i ,\" \\n\")\n", "OurKmeans(table_X_Scaled, table_y_Scaled,i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| Model | Nº Clusters| Silhouette Score| ARI|\n", "|------------------|-----------------|-----------------|-----------------|\n", "| KNN | 2 | 0.098 | 0.003 | \n", "| KNN | 4 | 0.098 |0.004 | \n", "| KNN | 8 |0.104| 0.009|\n", "| HCA | 2| 0.126| 0.0007 | \n", "| HCA | 4 | 0.120| 0.003 | \n", "| HCA |8| 0.066 | 0.010| .\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As observed, the silhouette scores are generally close to 0, indicating that the clusters are very similar to one another. Meanwhile, the ARI shows that the clusters are almost random, likely due to overlap in the most significant components.\n", "To determine if similar clusters exhibited comparable speeds, heatmaps were generated to visualize this information. Across all heatmaps, it was evident that each cluster contained a range of values for various speeds. This demonstrates that no clear separation rule exists when using speeds.\n", "Consequently, graphs with the principal components and the clusters were created to investigate this further.\n", "Next, biclustering appeared to be an interesting avenue to explore. Using PCA, visualizations were created with both K-Means and Co-Clustering methods. Visually, clusters with 2 or 4 groups seem coherent, whereas the 8-cluster scenario is a clear example of overfitting it can be verified in the images below. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Biclustering" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Number of Clusters: 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Filip\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "data": { "image/png": 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xbtw4fUfel+zduxdOTk7xfga+5vP8Fl9qs27fvh3NmzeHtbW1fpquuI6W8PBwVK1aFS9fvtT/jNy5cwejR4/GrVu3cOTIkXgPdO3YsQOnT5/G6NGjkS1bNjg5OWHDhg3o2bMnfv/9d8yYMQMKhQKPHz/G3bt34+WM+9lP7voyH9NoNDh9+nSSbREhBPbt25egXUhEiZB7qAgRpU9xw4vPnz8vYmJixPv378WePXuEo6OjsLS0FH5+fkIIIUxMTMR3332Xorq7dOkiAIh79+4JIYQ4fvy4ACBGjRr1xWMXLVokAIhNmzbF2z916lQBQBw6dEi/79MppT6natWqAoAAINq2bfvZsh4eHqJBgwb645o3by6EEGLv3r1CkiTh5eUlNm/enGD6qQIFCoiSJUuKmJiYePU1bNhQuLi4JDlsXaPRiJiYGFGzZk3x448/6vfHTTVUtGhRodFo9PsvXrwoAIj169cLIYR4+/atACDmzJmTrPcizvnz5wWABEOQP+fT6aeSGqYe95nHvT+XL18WAMSOHTs+W39S00/16NFDWFhYiGfPnsXbP2PGDAFA3LlzRwjx33uWO3duER0dHa9sYlM3xQ1hnzZtWryyPXv2FCYmJvopk/bu3SsAiIULF8YrN2XKFAFAjBkz5rPXdeHCBQFAbNiwId7+P//8UwAQBw4c+Ozxn7uGTp06CQ8PjwRlPx2eH/deJTYtRJzPTWuQ3O/vuO+Jjh07JqjDwsJC9O3b97PXeOLECaFUKsW4ceM+Wy4xISEhomDBgsLd3V28f/8+weuHDx8WAMT+/ftTXDcREVFWk9XaC3v37hUODg76NoO9vb1o0aKF2LVrV7xycVlLlSoVb3pNb29voVKpRLdu3fT7knv/1KVLF6FSqcTdu3eTzPe5+7ROnToJAGL58uWfvUadTidiYmLEs2fPBIB40wolZ/opPz8/AUC0bt36s+eJc+/ePQFA9OzZM97+uHvjuKl+379/L6ysrETlypU/O2VpYtNPJXUv/mm7pUiRIqJp06afzZvU9FPnzp0TAMTMmTPj7X/x4oUwNTUVgwcP1u+La3cePXo0QT2fTt2U3PaeVqsV2bJlE+XLl49X37Nnz4RKpUq0LfCpggULinr16sXbl9LPM7Fr+LTd9+m1xX2/JrfNmtT0U1OmTBEKhSLBdHhbtmwRAMS+ffv0+wAIa2trERAQEK9s7969hY2NzRevMXfu3IlOH5UcI0aM+Gy7183NTbRq1eqr6ibKajj9FBF91nfffQeVSgVLS0s0bNgQ2bJlw/79++M9aZISoaGh2LRpEypWrIgCBQoAAKpWrYrcuXNj5cqV8aZySsyxY8dgbm6O5s2bx9sf9xTT0aNHvyoXAOTIkQPFixfHli1bsHPnzmQd06VLF+zatQvv3r3D33//jerVqyf61Nbjx49x//59tGvXDkDsExpxXz/88AN8fX3x4MEDfflFixahVKlSMDExgZGREVQqFY4ePYp79+4lqLtBgwZQKpX67bipiOKG/NvZ2SF37tyYPn06Zs2ahWvXrn3xfU5refLkga2tLYYMGYJFixYleBrmS/bs2YPq1avD1dU13ntbv359ALFP53+scePGKXrq7NMh1cWKFUNkZCT8/f3j1d+yZct45dq0aZOs+n18fAAkPkQ5rcRNWdCyZUts2rQJr169SvaxKf3+BmJHv3yqXLlyWLlyJSZOnIjz588jJiYmQZmqVatCo9Fg9OjRKbk8REZG4qeffsKzZ8+wefNmWFhYJCgT9/6n5NqJiIiyuqzSXvjhhx/w/PlzbN++HQMHDkThwoWxY8cONG7cGL17905Qvm3btvGeDPfw8EDFihVx/PhxACm7f9q/fz+qV6+OggULflX2OIndf/n7++PXX3+Fu7u7vt3h4eEBAIm2PQwp7r34dERvuXLlULBgQf1ndfbsWYSEhKBnz56JTolrCOXKlcP+/fsxdOhQnDhxAhEREck+ds+ePZAkCe3bt4/3OWbLlg3FixdPMPWSra0tatSokez6v9Tee/DgAfz8/BK0RXLkyIFKlSol6xw+Pj6ytkW+tc26Z88eFClSBCVKlIj3GdStWzfR6a9q1KgBW1vbePvKlSuHoKAgtGnTBjt37kxyCrbHjx/rR6SlxLJlyzBp0iQMGDAATZo0SbSMk5MT2yJEycRODSL6rNWrV+PSpUu4du0afHx8cPPmzXg3Rjly5ICXl1ey69u4cSNCQ0PRsmVLBAUFISgoCMHBwWjZsiVevHiBw4cPf/b4d+/eIVu2bAluZp2cnGBkZBRvmpqUsrS0xLFjx1C4cGG0aNECO3bs+OIxzZs3h4mJCWbPno3du3eja9euiZZ7/fo1AGDgwIFQqVTxvnr27AkA+pumWbNm4bfffkP58uWxdetWnD9/HpcuXUK9evUSvbm2t7ePtx03BDeurCRJOHr0KOrWrYtp06ahVKlScHR0RJ8+ffRTOyUmR44cAJCiz/drWVtb4+TJkyhRogSGDx+OwoULw9XVFWPGjEn0D9ufev36NXbv3p3gvY0b1vvpDWlS8yEn5Uvv8bt372BkZAQ7O7t45ZLbmI+rx8TEJN7+tPwMqlSpgh07dkCj0aBjx47Inj07ihQpop9H+HNS8v0dJ7HPYOPGjejUqROWLVuGChUqwM7ODh07doSfn983XVtUVBR+/PFHnDlzBrt27UL58uUTLRf3/qekEUtERJTVZaX2gqmpKZo2bYrp06fj5MmTePz4MQoVKoT58+fjzp078cpmy5YtwfHZsmXTnz8l909v3ryJN5XU1zAzM9NP3RpHp9OhTp062LZtGwYPHoyjR4/i4sWL+vUaUnpP5ODgADMzs2R/3p9bq8TV1VX/+ps3bwDgm9+Dz5k7dy6GDBmCHTt2oHr16rCzs0PTpk3x6NGjLx77+vVrCCHg7Oyc4LM8f/58mrRFgMTbHilpj3zaFknp5/ktvrbNGuf169e4efNmgvff0tISQohkfQYdOnTA8uXL8ezZMzRr1gxOTk4oX778F3/nJMeKFSvQo0cP/PLLL5g+fXqS5UxMTNgWIUomrqlBRJ9VsGBBlClTJsnX69ati3nz5uH8+fPJmif377//BgD07dsXffv2TfT1unXrJnm8vb09Lly4ACFEvIaKv78/NBqNfs7Vr2VnZ4cjR46gdu3aaNmyJTZs2JDowoVxzMzM0Lp1a0yZMgVWVlZJlo3LNWzYsCTLxC0QvWbNGlSrVg0LFy6M93pybuaS4uHhoX/vHz58iE2bNmHs2LGIjo5OcmFkFxcXFC1aFIcOHUJ4ePhXrasRd2P86VyuiT31UrRoUWzYsAFCCNy8eRMrV67E+PHjYWpqiqFDh372PA4ODihWrBgmTZqU6Ouurq7xtg39hJe9vT00Gg0CAgLidWwk94/xcd8fceupxKlevTpUKhV27NiBX3/99auymZiYJDqXbmKfQZMmTdCkSRNERUXh/PnzmDJlCtq2bYucOXOiQoUKX8yfnO/vOIl9Bg4ODpgzZw7mzJmD58+fY9euXRg6dCj8/f1x4MCBz15nUqKiotC0aVMcP34cO3fu1C+KmZi49/9bf48QERFlJVmtvfCxHDly4JdffkHfvn1x586dePPkJ3Yf6Ofnp/8DdUrunxwdHRNdODslErv3un37Nm7cuIGVK1eiU6dO+v1f8xQ6ELsIcs2aNbF//368fPnyi50Qce+Fr69vgrI+Pj769yhufZaveQ+MjY0TvRf+tHPL3Nwc48aNw7hx4/D69Wv9qI1GjRrh/v37nz2Hg4MDJEnC6dOnE11M+9N9qdEWAf7rKPtYStojn7ZFUvp5JiYl7cGvabN+nN/U1FS/5mFir38sqc+gc+fO6Ny5M8LCwnDq1CmMGTMGDRs2xMOHD/UjmFJqxYoV6NatGzp16oRFixZ99vMPCAhI1sLuRMSRGkT0jfr16wdzc3P9InufEkJg+/btAGKHL587dw7NmjXD8ePHE3zVrFkTO3fu/OzTUzVr1kRoaGiCURSrV6/Wv/6t4jo2ihUrhlatWmHr1q2fLf/bb7+hUaNGGD16dIKnW+Lkz58fefPmxY0bN1CmTJlEvywtLQHE3mB9euN78+bNeAvSfYt8+fJh5MiRKFq0KK5evfrZsqNGjUJgYCD69OkDIUSC10NDQ3Ho0KEkj4+7Ibt582a8/bt27UryGEmSULx4ccyePRs2NjbxMhobGyf65ErDhg1x+/Zt5M6dO9H39tNODUOrWrUqgNgnCz+2YcOGZB0fN5XAkydP4u3Pli0bunXrhoMHD+q/xz/15MmTBO/vx3LmzAl/f/94jZzo6GgcPHgwyWOMjY1RtWpVTJ06FQBw7do1/X4g4VN7Kfn+Tq4cOXKgd+/eqF279he/T5MSN0Lj2LFj2Lp162f/AAIAT58+BZD0IqFERESUcpmhvfD+/XuEhoYm+lrcFE2f3m+uX78+3v3zs2fPcPbsWVSrVg1Ayu6f6tevj+PHjyeYzvNjSd2nfU7cH1c/bXssXrw42XV8atiwYRBCoHv37oiOjk7wekxMDHbv3g0A+imY1qxZE6/MpUuXcO/ePf1nVbFiRVhbW2PRokWJtkk+J2fOnAnulY8dO5bk5wnEjm74+eef0aZNGzx48ADh4eEAkn6PGzZsCCEEXr16lejnWLRo0RRlTqn8+fMjW7Zs2LRpU7z9z58/x9mzZ5NVR4ECBRK0RYCUfZ6J+Zr2IJB0m/Vz7cEnT57A3t4+0c8gpR0F5ubmqF+/PkaMGIHo6OgEI7GSa+XKlejWrRvat2+PZcuWfbZDQ6PR4MWLF2yLECUTR2oQ0Tfx9PTEhg0b0KpVK5QoUQK9e/dGyZIlAQB3797F8uXLIYTAjz/+qH/qYvDgwShXrlyCut6/f4+jR49izZo1+OOPPxI9X8eOHTF//nx06tQJ3t7eKFq0KM6cOYPJkyfjhx9+QK1atQxyXba2tvoRG61bt8a6devQokWLRMuWKFEiWVNVLV68GPXr10fdunXx888/w83NDQEBAbh37x6uXr2KzZs3A4i9IZswYQLGjBmDqlWr4sGDBxg/fjw8PT2h0WhSfC03b95E79690aJFC+TNmxdqtRrHjh3DzZs3vzgCokWLFhg1ahQmTJiA+/fvo2vXrsidOzfCw8Nx4cIFLF68GK1atUKdOnUSPb5s2bLInz8/Bg4cCI1GA1tbW2zfvh1nzpyJV27Pnj1YsGABmjZtily5ckEIgW3btiEoKAi1a9fWlytatChOnDiB3bt3w8XFBZaWlsifPz/Gjx+Pw4cPo2LFiujTpw/y58+PyMhIeHt7Y9++fVi0aFGqDlevV68eKlWqhAEDBiAkJASlS5fGuXPn9I1nheLzzxBkz54duXLlwvnz59GnT594r82aNQtPnz7Fzz//jIMHD+LHH3+Es7Mz3r59i8OHD2PFihXYsGGDfm7dT7Vq1QqjR49G69atMWjQIERGRmLu3LnQarXxyo0ePRovX75EzZo1kT17dgQFBeF///sfVCqVvtMmd+7cMDU1xdq1a1GwYEFYWFjA1dUVrq6uyf7+TkpwcDCqV6+Otm3bokCBArC0tMSlS5dw4MCBeE8vnjx5EjVr1sTo0aO/uK5G8+bNsX//fowYMQL29vb6qRQAwMrKKkGD4fz587C3t0/1hicREVFWkhnaCw8ePEDdunXRunVrVK1aFS4uLggMDMTevXuxZMkSVKtWDRUrVox3jL+/P3788Ud0794dwcHBGDNmDExMTDBs2DB9meTeP40fPx779+9HlSpVMHz4cBQtWhRBQUE4cOAA+vfvjwIFCnz2Pi0pcccNHToUQgjY2dlh9+7d3zTdToUKFbBw4UL07NkTpUuXxm+//YbChQsjJiYG165dw5IlS1CkSBE0atQI+fPnxy+//IJ58+ZBoVCgfv368Pb2xqhRo+Du7o5+/foBACwsLDBz5kx069YNtWrVQvfu3eHs7IzHjx/jxo0b+Ouvv5LM06FDB4waNQqjR49G1apVcffuXfz111+wtraOV658+fJo2LAhihUrBltbW9y7dw///PMPKlSooB+xHnePOHXqVNSvXx9KpRLFihVDpUqV8Msvv6Bz5864fPkyqlSpAnNzc/j6+uLMmTMoWrQofvvtt69+T79EoVBg3Lhx6NGjB5o3b44uXbogKCgI48aNg4uLyxfbIgBQrVo1jB8/PsEI/ZR8nonJli0batWqhSlTpsDW1hYeHh44evQotm3bFq9cctuscaP7N27ciFy5csHExARFixZF3759sXXrVlSpUgX9+vVDsWLFoNPp8Pz5cxw6dAgDBgxIcgraON27d4epqSkqVaoEFxcX+Pn5YcqUKbC2ttavPwjErgcJfHlE0+bNm9G1a1eUKFECPXr0wMWLF+O9XrJkyXgdijdv3kR4eDiqV6/+2XqJ6IM0X5qciDKEFStWCADi0qVLySr/5MkT0bNnT5EnTx5hbGwsTE1NRaFChUT//v2Fl5eXiI6OFk5OTqJEiRJJ1qHRaET27NlF0aJFP3uud+/eiV9//VW4uLgIIyMj4eHhIYYNGyYiIyPjlatataooXLhwsvInVTYoKEiUK1dOGBkZiY0bNwohhPDw8BANGjT4bH2bN28WAMTx48fj7b9x44Zo2bKlcHJyEiqVSmTLlk3UqFFDLFq0SF8mKipKDBw4ULi5uQkTExNRqlQpsWPHDtGpUyfh4eGhL+fl5SUAiOnTpyc4PwAxZswYIYQQr1+/Fj///LMoUKCAMDc3FxYWFqJYsWJi9uzZQqPRJOv9OXnypGjevLlwcXERKpVKWFlZiQoVKojp06eLkJAQfTkPDw/RqVOneMc+fPhQ1KlTR1hZWQlHR0fx+++/i71798Z7f+7fvy/atGkjcufOLUxNTYW1tbUoV66cWLlyZby6rl+/LipVqiTMzMwEAFG1alX9a2/evBF9+vQRnp6eQqVSCTs7O1G6dGkxYsQIERoa+sX3LO61FStW6PeNGTNGABBv3ryJVzbu58PLy0u/LyAgQHTu3FnY2NgIMzMzUbt2bXH+/HkBQPzvf//74ns8atQoYWtrm+D7WIjYn41Vq1aJGjVqCDs7O2FkZCQcHR1F/fr1xbp164RWq03yGoQQYt++faJEiRLC1NRU5MqVS/z111/6a4uzZ88eUb9+feHm5ibUarVwcnISP/zwgzh9+nS8utavXy8KFCggVCpVvO8zIZL3/Z3U75bIyEjx66+/imLFigkrKythamoq8ufPL8aMGSPCwsL05Y4fP57gvEkBkOTXx987Qgih0+mEh4eH+P33379YLxEREWWt9kJgYKCYOHGiqFGjhv5eydzcXJQoUUJMnDhRhIeH68vG3av8888/ok+fPsLR0VEYGxuL77//Xly+fDlB3cm5fxJCiBcvXoguXbqIbNmyCZVKJVxdXUXLli3F69ev9WWSuk/r1KmTMDc3T/Ta7t69K2rXri0sLS2Fra2taNGihXj+/HmC+63E7n8/5/r166JTp04iR44c+verZMmSYvTo0cLf319fTqvViqlTp4p8+fIJlUolHBwcRPv27cWLFy8S1Llv3z5RtWpVYW5uLszMzEShQoXE1KlT9a9/en8rRGzbavDgwcLd3V2YmpqKqlWriuvXrydotwwdOlSUKVNG2NraCmNjY5ErVy7Rr18/8fbt23h1devWTTg6OgpJkhK8H8uXLxfly5cX5ubmwtTUVOTOnVt07Ngx3uf+ue+5qlWrxrtHTW57L86SJUtEnjx5hFqtFvny5RPLly8XTZo0ESVLlkz0fB97/PixkCRJbNq0KdHXk/t5fnoNQgjh6+srmjdvLuzs7IS1tbVo3769uHz5crx2S3LbrN7e3qJOnTrC0tJSAIjXPg4NDRUjR44U+fPnF2q1WlhbW4uiRYuKfv36CT8/v3jvXa9evRJc46pVq0T16tWFs7OzUKvV+p+xmzdvxivn4eER77xJ6dSp02fbI5/+LI0aNUo4ODgk2h4kooQkIVI4do+IiIiSZd26dWjXrh3+/fffBE/vfcrHxweenp5YvXo1WrVqlUYJKc7Ro0dRp04d3LlzBwUKFJA7DhEREWVQJ06cQPXq1bF582Y0b95c7jiUhQUFBSFfvnxo2rQplixZ8sXyjRo1gkajwf79+9MgHX1Mq9UiT548aNu2bZLrRBJRfJx+ioiIyADWr1+PV69eoWjRolAoFDh//jymT5+OKlWqfLFDA4idh7lv376YNGkSWrRokaxh4mQ4EydORJcuXdihQUREREQZjp+fHyZNmoTq1avD3t4ez549w+zZs/H+/fskp2r71JQpU1CyZElcunQp3nRLlPrWrFmD0NBQDBo0SO4oRBkGOzWIiIgMwNLSEhs2bMDEiRMRFhYGFxcX/Pzzz5g4cWKy6xg5ciTMzMzw6tUruLu7p2Ja+lhgYCCqVq2Knj17yh2FiIiIiCjFjI2N4e3tjZ49eyIgIABmZmb47rvvsGjRIhQuXDhZdRQpUgQrVqyAn59fKqelT+l0OqxduxY2NjZyRyHKMDj9FBERERERERERERERZQic24KIiIiIiIiIiIiIiDIEdmoQEREREREREREREVGGwE4NIiIiIiIiIiIiIiLKELLUQuE6nQ4+Pj6wtLSEJElyxyEiIiIiyrCEEHj//j1cXV2hUGS9Z6XYtiAiIiIiMoyUti2yVKeGj48P3N3d5Y5BRERERJRpvHjxAtmzZ5c7Rppj24KIiIiIyLCS27bIUp0alpaWAGLfHCsrK5nTEBERERFlXCEhIXB3d9ffY2c1bFsQERERERlGStsWWapTI25YuJWVFRseREREREQGkFWnXmLbgoiIiIjIsJLbtsh6k98SEREREREREREREVGGxE4NIiIiIiIiIiIiIiLKENipQUREREREREREREREGUKWWlODiIiIiMgQtFotYmJi5I6RqlQqFZRKpdwxiIiIiIgyvczevjB024KdGkREREREySSEgJ+fH4KCguSOkiZsbGyQLVu2LLsYOBERERFRaspK7QtDti3YqUFERERElExxDQ4nJyeYmZll2j/2CyEQHh4Of39/AICLi4vMiYiIiIiIMp+s0L5IjbYFOzWIiIiIiJJBq9XqGxz29vZyx0l1pqamAAB/f384OTlxKioiIiIiIgPKSu0LQ7ctuFA4EREREVEyxM1xa2ZmJnOStBN3rZl5fl8iIiIiIjlktfaFIdsW7NQgIiIiIkqBzDgkPClZ6VqJiIiIiOSQVe65DXmd7NQgIiIiIiIiIiIiIqIMgZ0aRERERERpSJIk7NixQ+4YRERERESUwWXVtgU7NYiIiIiIDMjPzw+///47cuXKBWNjY7i7u6NRo0Y4evSowc914sQJSJKEoKAgg9dNRERERETyYtsicUZyByAiIiIiyiy8vb1RqVIl2NjYYNq0aShWrBhiYmJw8OBB9OrVC/fv35c7YqKEENBqtTAyYvOAiIiIiCg9YNsiaRypQURERERkID179oQkSbh48SKaN2+OfPnyoXDhwujfvz/Onz+foHxiT0Ndv34dkiTB29sbAPDs2TM0atQItra2MDc3R+HChbFv3z54e3ujevXqAABbW1tIkoSff/4ZQGxDYtq0aciVKxdMTU1RvHhxbNmyJcF5Dx48iDJlysDY2BinT59OtfeFiIiIiIhShm2LpPFRLCIiIiIiAwgICMCBAwcwadIkmJubJ3jdxsbmq+rt1asXoqOjcerUKZibm+Pu3buwsLCAu7s7tm7dimbNmuHBgwewsrKCqakpAGDkyJHYtm0bFi5ciLx58+LUqVNo3749HB0dUbVqVX3dgwcPxowZM5ArV66vzkdERERERIbFtsXnsVODiIiIiMgAHj9+DCEEChQoYNB6nz9/jmbNmqFo0aIAgFy5culfs7OzAwA4OTnpGw5hYWGYNWsWjh07hgoVKuiPOXPmDBYvXhyv4TF+/HjUrl3boHmJiIiIiOjbsG3xeezUICIiIiIyACEEAECSJIPW26dPH/z22284dOgQatWqhWbNmqFYsWJJlr979y4iIyMTNCiio6NRsmTJePvKlClj0KxERERERPTt2Lb4PK6pQZRFCSH0vyCJiIjo2+XNmxeSJOHevXvJPkahiL0d//j/yTExMfHKdOvWDU+fPkWHDh1w69YtlClTBvPmzUuyTp1OBwDYu3cvrl+/rv+6e/duvLlvASQ6lJ2IKDnYniAiIko9bFt8Hjs1iLIYIQRG/DkP1bqNR83uY7Fo9Sa5IxEREWUKdnZ2qFu3LubPn4+wsLAEr3+8YF8cR0dHAICvr69+3/Xr1xOUc3d3x6+//opt27ZhwIABWLp0KQBArVYDALRarb5soUKFYGxsjOfPnyNPnjzxvtzd3b/lEomIAADb//oLf5Urh4WlSmHZ4CHs3CAiIjIwti0+j50aRKkgJCQEO/YcwNVrN+SOksCGbbtx+I0torJ/h3C3ilh+5jkePnosdywiIqJMYcGCBdBqtShXrhy2bt2KR48e4d69e5g7d65+DtqPxTUGxo4di4cPH2Lv3r2YOXNmvDJ9+/bFwYMH4eXlhatXr+LYsWMoWLAgAMDDwwOSJGHPnj148+YNQkNDYWlpiYEDB6Jfv35YtWoVnjx5gmvXrmH+/PlYtWpVmrwPRJR5Pbp/H5rZ/8NPPn5o4v8WRdZvwIH1G+SORURElOmwbZE0dmoQGdjzFy/RrO+fGH8sAN0Xn8SEOUvkjhTP0xe+UFg46rc1Fq64/+iJjImIiIgyD09PT1y9ehXVq1fHgAEDUKRIEdSuXRtHjx7FwoULE5RXqVRYv3497t+/j+LFi2Pq1KmYOHFivDJarRa9evVCwYIFUa9ePeTPnx8LFiwAALi5uWHcuHEYOnQonJ2d0bt3bwDAhAkTMHr0aEyZMgUFCxZE3bp1sXv3bnh6eqb+m0BEmZr3/fvI9dETo+46HV4/eihjIiIiosyJbYukSSILjRMNCQmBtbU1goODYWVlJXccyqQGTpyD09EF9Av5SC8u4uCcP9LN99zFK9fRb+lRaJ2LAADMXp7Flul/wM7OTuZkRERE6VtkZCS8vLzg6ekJExMTueOkic9dc1a/t87q109Z17t377C+bl386PsaAHDGygqFVq9E0bJlZU5GRESUsWS19oUh2xZGqRWSKKvSQaHv0AAAnaSCRqORMVF85UqXwIjAIGw7fhlKAD37tmSHBhERERFROvTM2xtP79xBse++g729vdxxAAD29vaouWwZds+eDYVGi4Jt27BDg4iIiNIUOzWIDKxdo+q4/NcORLmUhS4iGOWcRbrrNPihVjX8UKua3DGIiIiIiCgJ+1asQOCUqcgXEoxNrq6otHABipUvL3csAEDBEiVQkGv0EBERkUy4pgaRgZUuXhRLBrXBjw7P0bOEAvMmDpE7EhERERERZTCPly5DtbAwuCqN0Pi1P87MmSN3JCIiIqJ0IcN0amg0GowcORKenp4wNTVFrly5MH78eOh0OrmjESVQIF8eDO3zCzq3awGFIsP8mBERERERUTphpNHG21bGpJ8pbYmIiIjklGGmn5o6dSoWLVqEVatWoXDhwrh8+TI6d+4Ma2tr/PHHH3LHIyIiIiIiIjIY07q18WzVP/DQanHJ3Ay5mjeTOxIRERFRupBhOjXOnTuHJk2aoEGDBgCAnDlzYv369bh8+bLMyYiIiIiIiIgMq/OECThQqDAO37+HIjVqoEzVqnJHIiIiIkoXMsy8OJUrV8bRo0fx8OFDAMCNGzdw5swZ/PDDD0keExUVhZCQkHhfREREREREnN6WMoJ6bVrj53Hj2KFBRERE9JEMM1JjyJAhCA4ORoECBaBUKqHVajFp0iS0adMmyWOmTJmCcePGpWFKIiIiIiLKCDi9LRERERFRxpRhOjU2btyINWvWYN26dShcuDCuX7+Ovn37wtXVFZ06dUr0mGHDhqF///767ZCQELi7u6dVZCIiIiIiSqc4vS0RERERUcaUYTo1Bg0ahKFDh6J169YAgKJFi+LZs2eYMmVKkp0axsbGMDY2TsuYRERERESUAVSuXBmLFi3Cw4cPkS9fPv30tnPmzEm0fFRUFKKiovTbnNqWiIiIiEgeGWZNjfDwcCgU8eMqlUrOeUtERERElEwLFiyAp6cnTExMULp0aZw+fVruSLIZMmQI2rRpgwIFCkClUqFkyZLo27dvktPbTpkyBdbW1vovjgAnIiIioqxOrvZFhunUaNSoESZNmoS9e/fC29sb27dvx6xZs/Djjz/KHY2IiIiIKN3buHEj+vbtixEjRuDatWv4/vvvUb9+fTx//lzuaLL4eHrbq1evYtWqVZgxYwZWrVqVaPlhw4YhODhY//XixYs0TkxERERElH7I2b6QhBAi1c9iAO/fv8eoUaOwfft2+Pv7w9XVFW3atMHo0aOhVquTVUdISAisra0RHBwMKyurVE5MRERERJlJZGQkvLy89E8iZTTly5dHqVKlsHDhQv2+ggULomnTppgyZUqix3zumjP6vbW7uzuGDh2KXr166fdNnDgRa9aswf379794fEa/fiIiIiKSV1ZrXxiybZFh1tSwtLTEnDlzkpzjloiIiIgoowgKCsLq3/vA+NUrRLm5oeO8ubCxsUm180VHR+PKlSsYOnRovP116tTB2bNnU+286RmntyUiIiKizCKrtS8yTKcGEREREVFmsfr3Pmhy9BiMJAma+w+wuk8f9Fm9OtXO9/btW2i1Wjg7O8fb7+zsDD8/v1Q7b3oWN71tjhw5ULhwYVy7dg2zZs1Cly5d5I5GRERERJQiWa19wU4NIiIiIqI0ZvzqFYwkCQBgJEkwfvUqTc4rfThnHCFEgn1Zxbx58zBq1Cj07NlTP71tjx49MHr0aLmjERERERGlSFZrX7BTg4iIiIgojUW5uUFz/0Hsk1RCIMrVLVXP5+DgAKVSmeCpKX9//wRPV2UVnN6WiIiIiDKLrNa+UHy5CBGlppCQEPj7+0MIIXcUIiIiSiMd583Fzlo1sKdAPuysWQMd581N1fOp1WqULl0ahw8fjrf/8OHDqFixYqqem4iIiIiIUldWa19wpAaRjGYsWoVtF58jRmmMIpYRWDptBIyM/vuxfPLUG/uPnUKR/HlR7fsKMiYlIiIiQ7KxsUnVOW4T079/f3To0AFlypRBhQoVsGTJEjx//hy//vprmuYgIiIiIiLDymrtC3ZqEMnE29sbGy/7Q+leDkoAtyLDMH/5WvzxSycAwKmzFzFy5RFEOhUHrt9A85v3MLgXF64kIiKir9OqVSu8e/cO48ePh6+vL4oUKYJ9+/bBw8ND7mhERERERJTByNm+YKcGkUz8/PwRY2IL5YdtIxNzBLx/rX99zZ5TiHYpHTtHnL0n9l05i0FZeDFPIiIi+nY9e/ZEz5495Y5BRERERESZgFztC66pQSSTEiWKwS3yCYROCwAw8r2GxrUqy5yKiIiIiIiIiIiIKP1ipwaRTExMTLByygBUN32MSqoHmNa1FkoXL6p/vX3DKlD7XoFOGwPdOy/UL+XBURpERERERJRsXg8eYGG3bljauQvOfbKQJxEREVFGxemniGTk6OiAP4f3SfS1KhXLYUU2pw8LhRfnQuFERERERJRswcHB2NGxE1q8eAlJknDiwgVYrl6FImXKyB2NiIiI6JuwU4MoHcudKyd658opdwwiIiIiIspgrp87h0rezyAZxTb7qwWH4PDu3ezUICIiogyPnRpEREREREREGZBWq8Xm2bMR/uIFPCpXRs0WLfSvueXKhWvmZnCLigYA+AGwzZFDpqREREREhsNODSIiIiIiIqIMaGGvXqi2aw9sJQl3du3BrqAgNO7eHQCQJ18+XP+9N7avWg1VTAw01aqhZ5cuMicmIiIi+nbs1CAiIiIiIiLKgJQXL8FWkgAAhaOjse/IEeBDpwYANO/XD9o+faDT6aBSqeSKSURERGRQ7NQgIiIiIiIiyoCizcz0/xZCINrYJEEZpVIJpVKZlrGIiIiIUpVC7gBE9PV0Oh3+t2Q1Bkych1Ubd8gdh4iIiIiI0lDxAf2x09EBVyRgQ55caDh6lNyRiIiIiFIdR2oQZWBDJv8PJ4JdoTTLh9PnfREQvBr9fukodywiIiIiIkoD1X78EaVr1YK/vz/qubtDrVbLHYmIiIgo1XGkBlEGdutVKJRmNgAAhZULLj70kzcQERERpVunTp1Co0aN4OrqCkmSsGPHDrkjEZEBWFpaInfu3OzQICIiojQlZ/uCnRpEGZixQhd/W9LIlISIiIjSu7CwMBQvXhx//fWX3FGIiIiIiCiDk7N9wemniDKwPq1qY9KqAwhR2sJB9xaDB3aSOxIRERGlU/Xr10f9+vXljkFERERERJmAnO0LdmoQZWA1q1REpXKl4O/vDxcXF6hUKrkjERERUTIEBQVh0JQF8A8HnMyA6cN6wsbGRu5YRERERESUAWW19gWnnyLK4ExMTJAjRw52aBAREWUgg6YswE11Cby2K42b6hIYNGWh3JGIiIiIiCiDymrtC3ZqEBGlscjISDx//hwxMTFyRyEiIpn4hwOSQgkg9r/+4ULmRERERERElFFltfYFp58iIkpDp85exNi/dyNYaQcH3VvM7NcBRQoXkDsWERGlMSczwE+nhaRQQui0cDKTOxERZUUPbt3Cuc1bYObkiGa//QalUil3JCIiIvoKWa19wZEaRERpaPa6AwjPXhkql0IIdquC6Su2yx2JiIhkMH1YTxSLvgHngCsoFn0d04f1lDsSEWUxty5exL/t2qP238tRaPIU/K9zFwiRuZ/qJCIiyqyyWvuCIzUoQ4iMjIS3tzdcXFxgbW0tdxyirxali9+XHKlj3zIRUVZkY2ODpVOHpek5Q0ND8fjxY/22l5cXrl+/Djs7O+TIkSNNsxCR/C6u/gf13gUAAGwlBVz+PYu3b9/C0dFR5mRERESUUlmtfcFODUr37t5/iH4zVuO1MhusNO8woHllNKlfU+5YRF+lmJsFjgYFQ2lmDV2IH8rkZaORiIjSxuXLl1G9enX9dv/+/QEAnTp1wsqVK2VKRURy0RopoRMCCkkCAISpjGBsbCxzKkqKTqfDmzdvYGdnB5VKJXccIiIiWdsX7NSgdG/mim0IdvseJgCikReLd5xipwZlWJOH9cFfy9fhmd9DFC7nii5tmskdiYiIsohq1apxahki0ms6bBhWXLmKKg8fwcfEBCZt28DKykruWJSIl97eWNu5CzyePYefvR0qTJ6E8rVryx2LiIiyODnbF+zUoHQvWsRfrC5KcPE6yrgUCgX6dGsvdwwiIiIiyuKcnJ3R+8B+XDt/HkVcXZG/YEG5I1ESdoweg3YPHkKSJMDHF1smTWanBhERZWmczJ3SvWrFPSECnwEAtOFBKOFmLnMiIiIiIiKijM/c3ByVa9Zkh0Y6ZxweFtuh8YE6LFTGNERERPLjSA1K97q2aw5bm0O4eOsR3D1s0bNzf7kjEREREREREaUJm0qV8PTCJeTS6RCi0yGmRAm5IxEREcmKnRqUIfzUoA5+alBH7hhERERERJSBnTt0CPePHIGFuzua9eoFhYKTF1D616JfP+y2tMSBS5ehzu6GnsOGyR2JiIhIVuzUICIiIiIiokzvyMaNCBs5CnXCI/AWwMJ799BrwQK5YxElS6Nu3YBu3eSOQURElC7wsRQiIiIiohTQ6XRyR0gzWelaKfPz2rUbZcIjAAAOABT/nuX3OBEREckuq9yPGPI6OVKDiIiIiCgZ1Go1FAoFfHx84OjoCLVaHW/h1sxECIHo6Gi8efMGCoUCarVa7khE3yxGrYYQQv9zG2Nskml/homIiCj9yyrti9RoW7BTg4iIiIgoGRQKBTw9PeHr6wsfHx+546QJMzMz5MiRg+sOUKbww/Bh2PjwIYo/eYLntrbI1+u3TPmHAyIiIsoYslr7wpBtC3ZqEBERERElk1qtRo4cOaDRaKDVauWOk6qUSiWMjIz4R1/KNHLmzYvfDh/Cw/v3USx7djg5OckdiYiIiLK4rNK+MHTbgp0aRJQuaTQajJ6xEE/fhMNGDUwa2A329vZyxyIiIoIkSVCpVFCpVHJHIaIUMjMzQ4lSpeSOQWngxqVLeHLzJsrXqQM3d3e54xARESWJ7YuU4zhyIkqXxs1ajEOBbvC2KIFrRkXRZ8JfckciIiIiIqIMYPPMmfBu2RqFR47GvkaNce3MGbkjERERkQGxU4OI0iXvt+EwMjEHAEgKJXxDhcyJiIiIiIgovRNCwG/DBpSJjoaFQoEf3rzFhUWL5I5FREREBsRODSJKlxzMldBpY/Tbtibs1CAiIiIioi+TdOKz20RERJSxsVODiNKliQN7oGjUDVi/vogcgecx+Y+OckciIiIiIqJ0TpIkWDdujIdGRtAJgeM21ijaiW0JIiKizISdGkSULpmbm6NH6wYwhgb+4cCkBWsQFhYmdywiIiIiIkrnOowZDeWiBTj+Rx+U37gBFevWlTsSERERGZCR3AGIiJIyfsk2vM1WCQBwXxuDMbOWYMaofjKnIiIiIiKi9K5K/fqoUr++3DGIiIgoFXCkBhGlS0IIBMf89ytKoVQhMEInYyIiIiIiIiIiIiKSGzs1iChdkiQJbuY6CJ0WAKANDUBBdzuZUxEREREREREREZGc2KlBROnWwvH9UE66i/xRt9DcMxwDfv1Z7khEREREREREREQkI66pQUTplq2tLeaNHyh3DCIiIiIiIiIiIkon2KlBRJTFXThyBLe3bYfOzBQtR42CtbW13JGIiIiIiL5JcHAwNk+YAEV4BAo2aYwKdevKHYmIiIgMhJ0aRERZ2OUTJ+HVuw/qvX8PjRBYePMWBu7bCyMj/u+BiIiIiDImjUaDhS1bos2tOzCSJPx79CgUC+ajfM2ackfL8MLDwzF65mK8DdMit7MFhvfpDqVSKXcsIiLKYrimBhFRFnZz1y58//49AMBIklDkzh08ffpU5lRERERERF/v2bNnKHTnLowkCQBQKTQMd/bskTlV5tBn7GycisyD+8ZFsdPXHuNnL5Y7EhERZUHs1CAiysKMbG0QodPpt99YWsDOzk7GRERERERE38bW1hZvLC312xE6HRQ2NvIFykSeBeugMFIDAIxMrfDQ773MiYiIKCtipwYRURbWavBgbK1YAadMjLHHxhpWPXvCwcFB7lhERERERF/Nzs4O9r/3xm5bG5wyMcHWCt+hzdChcsfKFKzVWv2/hU4La7WMYYiIKMuShBBC7hBpJSQkBNbW1ggODoaVlZXcccjA/l67BbvO34cEoGX1Emj7U0O5IxFlCEIIvHnzBubm5jA3N5c7DhERZRBZ/d46q18/UUYQHh6OsLAwODg4QPowFRV9m9t372PkvHUIjFbAxUxg3ujf4ejIh6KIiOjbpPTemivBUqZw9vwlLD3rBziUBQD8deg2iuXPjSKFC8qcjCj9kyQJTk5OcscgIiIiIjIoMzMzmJmZyR0jUylSqAB2LBwvdwwiIsriOP0UZQpnr9yAsM+j346xzYMLV2/KmIiIiIiIiIiIiIiIDI2dGpQpfP9daSjfPtBvqwMeolL50jImIiIiIiKijOjBrVuY37oNljRtis3/+5/ccYiIiIjoExmqU+PVq1do37497O3tYWZmhhIlSuDKlStyx6J0oHzpkuhVMxfcg68gR/AVDGhcHAXy5fnygURERERERB9ERkZib49f0fT0GTS4dAWOs2bj4Nq1csciIiIioo9kmDU1AgMDUalSJVSvXh379++Hk5MTnjx5AhsbG7mjUTrRrlkjtGvWSO4YRERERESUQb148QJ5nz0DELuodF6NFgcvXQLatZM3GBERERHpZZiRGlOnToW7uztWrFiBcuXKIWfOnKhZsyZy584tdzRKJ3x8/TB+1kJM/t8ShISEyB2HiIiIiNI5jgSnT7m4uOC5k7N+2x+ApWcu+QIRERERUQIZplNj165dKFOmDFq0aAEnJyeULFkSS5cu/ewxUVFRCAkJifdFmdPr1/7oOGIu9gZ5YscbN7QdMBnh4eFyxyIiIiKidCpuJLhKpcL+/ftx9+5dzJw5kyPBszgLCwuUmDQBWwvkw+4c7rjQsjma9/ld7lhERERE9BFJCCHkDpEcJiYmAID+/fujRYsWuHjxIvr27YvFixejY8eOiR4zduxYjBs3LsH+4OBgWFlZpWpeSlsz5v+NzX4ukBRKAEB0aABGVLVCs8YNZE6WNeh0Orx58wb29vYwMsows9oRERHRNwgJCYG1tXWGvbceOnQo/v33X5w+ffqrjs/o10+UXhxc/Q8eLFwIVVQU8H1l/DpnDiRJkjsWERERpaGU3ltnmJEaOp0OpUqVwuTJk1GyZEn06NED3bt3x8KFC5M8ZtiwYQgODtZ/vXjxIg0TU1qyNDeFNjryvx3RYbC1ZuMyLTx49AQNfxmJRiNXo36PsThz/rLckYiIiIi+6GtGglPWER4ejuDgYLljZHqvX7+Gz+QpaPb8BRq/9kf5rduwfckSuWMRERFROpdhOjVcXFxQqFChePsKFiyI58+fJ3mMsbExrKys4n1R5tSlXQvkD7+GSH8vRL9+hAqWb1C9SmW5Y2UJU5ZsRIBbVShci+F99u8xa81euSMRERERfdHTp0+xcOFC5M2bFwcPHsSvv/6KPn36YPXq1YmW59S2Wce6SZPwT5my2FG2HOZ07QqdTid3pEzr5bNn8AwI0G87CyDYy0vGRERERJQRZJh5YipVqoQHDx7E2/fw4UN4eHjIlIjSE5VKhdVzxuLa9RtQq9UoWqQwhywnk5f3cwyZtQLvIiVkMxOYM6IXHB0dkn18pE4Zbztcq0yiJBEREVH6odPpUKZMGUyePBkAULJkSdy5cwcLFy5MdHrbKVOmJDq1LWUuD+7ehcnSZagaowEAvNt/ENuXLEWzX3vInCz9EkJg35o1ePPkCUrVr49i5csn+9j8hQphaS5P5H3xEgBwxdQU+atXT62oRERElElkmJEa/fr1w/nz5zF58mQ8fvwY69atw5IlS9CrVy+5o1E6oVQqUaZ0KRQrWoQdGikwYs4qPLMpjzCX8nhsVQ7DZ6RsuHdJTwdo3/sDALSR71Eom0lqxCQiIiIyqJSOBOfUtlmD3/PncIv4b1pbe0nCe19fGROlf0sHDYbD8BGovfRv3P+5M07v2ZPsYy0sLNDo72XYVbMG9lepDJPxY1Gxbt3UC0tERESZQoYZqVG2bFls374dw4YNw/jx4+Hp6Yk5c+agXbt2ckcjytCCoiV9J5AkKRAUnbK+zsG9usDmn824630f7jmt0O+XfqkRk4iIiMigUjoS3NjYGMbGxmkRjWRUqlIlLM6TC629nkGSJBy2tcV3P/0od6x0SwgBzZEjyK4TAIBKIe+xb8NGfN+wYbLryFO4MPKsXpVaEYmIiCgTyjCdGgDQsGFDNEzBzRERfZmbpYS3mmgojNTQRkcgh506RcdLkoQeHVumUjoiIiKi1NGvXz9UrFgRkydPRsuWLXHx4kUsWbIES7hIcZZmaWmJths2YM+0aVBqNCjdvj0KFC8ud6x0TWsU/88KWiWnoyUiIqLUJQkhhNwh0kpISAisra0RHBzMRcOJPggPD8eI6YvgH6qBu50Jxg/4FWp1yjo2iIiIKOvJDPfWe/bswbBhw/Do0SN4enqif//+6N69e7KOzQzXT2QI2+fPR9TsOcgdGorz7tlR+++/UaBYMbljERERUQaS0ntrdmoQEREREVGKZfV766x+/UQfe/zwIZ4/eICSlSvD1tZW7jhERESUwaT03jpDTT9FREREREREROlLnnz5kCdfPrljEBERURaRshWBiYiIiIiIiIiIiIiIZMJODSLKsrLQ7HtERERERERERESZAqefIqIsZ8mazdh44ja0kPB9PgdMGNxb7khERERERERERESUDOzUIKIs5dHjJ/j71DNIbhUBAAf9XiN4yGjce/Ya9lZmWP3XVKjVaplTEhERERERERERUWI4/RQRZSn3Hz1BjIWrfjvg2X0ceKLB+/w/4ZF1RZRt2FHGdERERERERERERPQ57NQgoiylUvkysA55qN+O8HsMu8JVAQAqMytE2uaDl5eXXPGIiIiIiIiIiIjoM9ipQURZip2dHWb+3gxFY26gcMxt2JtJEEKnf10XGQZLS0sZExIRERERUXpzbv9+zK1eAwvLf4f5vXpBp9N9+SAiIiJKFVxTg8jAVm3cgUOXHkAJgd9a1kaFcqXljkSfKFW8KJYWLwoAuH7zNpr1nwaLAlURFeiHovZaODg4yJyQiIiIiLKygIAAbJsyBVJkFMq0bYPiFSrIHSlLi4iIwOWRo9DM7zUAIODFS2zKmROtBw2SORkREVHWxE4NIgM6dPw0Fp72AexLAACGL9mDrXk8YWdnJ2+wLC4kJAQXLl9F7pweyJXLM95rJYoVwaVNc7Bp63YUyv89qlSpIlNKIiIiIiIgKioKi1u0QLt7D6CUJBw5fhxGK1egcJkyckfLsvz9/ZH97Vv9tp0k4d9du3Bj3jwYa3WIKlECU/bukTEhERFR1sLpp4gM6NzVO4B9bv12oFlOXL95W8ZEdP/hY/zUbzoG73yG1lO2YOHKjQnK2NnZ4dfuXdmhQURERESyu3PjBsrfuQulJAEAagUG4eK2bTKnytpcXV3x1CMHhBAAgDMQcLlzF721At0hoc6ly5jZp4/MKYmIiLIOdmoQGVD+XNmhC/HTb5uFv0LB/HllTETz/tmB0OyVYWyTDQrXYthw8jbnvyUiIiKidMve2Rn+pmb67VCdDsa2tjImSn98XrzA30OGYPnQYfB//TrVzvPk7l3Ma9YMy39oAOTLj+3Vq2Jv+XI4V60qvjNS6cvlU6nge+lyquUgIiKi+Dj9FJEBtf6xIR55L8K/Dy7ASBLo2KgcXFxc5I6VLgkhcPjYSbwPC8MPtWvA1NQ0Vc6j+aTvVisZQafTQaFgny4RERERpT8eHh44270rDq5aDcuoaHiVK4N+ffvKHSvdeOPvjw0tWqDl85cQAFaePo1f9u6BjY2NQc8jhMC2nr3Q9tFjAMC7O3dx+/feaDtsKJ49e4YNB8sgP2I7Nh5rYuBcupRBz09ERERJY6cGkYGN6ver3BHSPSEEegyZhMsRroDaFCt3jcP6OSNhYWFh8HP9VK0Mbm++BK1zEWhDA1DJwwJGRvzVR0RERETpV5vhwxHUsyfCw8PR3MUF0oepqAg4vG4dfnr+EpIkQQLQ5KkXjm/dih+7djXoed6/fw8nX1/9tr0kIfzRQwCxHU/ZBg/CX3P/gqlOi7CSJTD1r78Men4iIiJKGv+yR5TKdDodTp89B6HT4ftKFaFUKuWOJLvLV67hUqg9jB3dAACvTStjwcoNGNy7m8HPVbdmFdhYW+DQ6YtwL+CITq37G/wcRERERESGZmNjY/DRB5mBlYMjAgA4f9h+o1DA2sn5c4d8FUtLS/hncwYePwUABAoB0zx59K93GjwYGDzY4OclIiKiL2OnBlEq0mq16DJwPG7GuENIEopsOYSVs8Zk2ZECp/49hxc+frC3soCQ/nsPJIUSGm3qrXNRvkwplC/D4eBERERERBmR14MH2DVkKNSBAYjOmw/3a1ZH3uMnoVUo8Kp+XfRu2MDg55QkCY3nzcPW0aOhDnkPqXgxdBsyxODnISIiopTLmn9ZJUoj2/fsx20pH4ztHQAA98KtsG7zDnRs01zmZMkXGRmJUTMWwTckGi5WakwY+CtMTExSXM/wP+fh4AsVJHMHWPsfRU6lBi+j7KFUmcD61Wl0680RFERERERElNC23/ug9Z27AIDwh49xol1bFDl5HAqFAj/mzJlq03PlL1YM+XfsSJW6iYiI6OuxU4MoFYWGRUBS/dcBoFQZIywiRMZEKTdo8lyc1+SH0tQED8OjMGjSXMybkLJh1gEBATj68D1U7qUBAKE5qqG48i7q5YhAWEQQfu47EPb29qkRn4iIiIgow3v86BHe+PigeNmyMDMzkztOitw4dw6X16yBRmmEpsOGwtnFJUXHCyFg+tHaFmYKBaRXL5E7d25DRyUiIqIMgp0aRKmoZdMG2HJsPPyzfQ9JkmD/+izaDxshd6wUeR6ogdIutmNGoTLGi0BNiuvQ6XSA4r+1RCRJgsLICL92bmewnEREREREmdHaiROhXvY3XCIiMS9/PnTevAlOzoZfQyI13L9xA1d/6YF6AYHQCYFV166h14H9MDc3T3YdkiQhLHt2iHcBkCQJwUJA+dHaFkRERJT1KOQOQJSZmZmZYf3sEWiezRfNnF5hw6xhsLS0lDtWitiodRBCAIh9SspalfK1LxwcHFDOBdCEvoMQOpi8PIfOP9U1dFQiIiIiokwlJCQEEWvWomKMBp5GRmj7+Al2/jlV7ljJdn7rNtQJCAQAKCQJlR8+wrULF1JcT7vFi7CtyvfYXaQwTrdqgQ5jxhg6KhEREWUgHKlBlMosLS0xuHc3uWN8tUn9u2Dgn4vhH6mAk6nApCG/fFU9c8cPxoatu+Dj74vm3brCI4e7gZMSEREREWUuUVFRMIuJ0W8rJAmK6CgZE6WMmZMjAoUOtlLs85Q+piYo5uaW4npcc+RAnw3rDR2PiIiIMih2ahDRZ2V3c8WGeeO+uR5JktCmeRMDJCIiIiIiyhocHBzgU+E7BB07ARtJwiE7W5Rul3GmcG3222/436VLcP73LCJUKpi2a4t8+fPLHYsyodevX+P6rbsoUbQQnDPI9GxERPT1JBE3r0wWEBISAmtrawQHB8PKykruOEREREREGVZWv7fO6tdPaUer1WLL/PkIf/MG3zVrhoIlSsgdKUWEEHj37h2MjY0z3FS8lDEcOHoKk9afQqh5DpiHPcewVpXQoHZ1uWMREVEKpPTemiM1iIgo3YmMjERMTAwbvkRERJTlKZVKtOrTR+4YX02SJDg4OMgdg9K58PBw9Bo9E95BOliqdBjWpQkqlC2VrGP/3n0aMW5lYQxAY+OMFXvOslODiCiT40LhRESUakJDQ+Hl5YWYj+aC/pINU6dhZeky2FKmLOZ07QqdLuWL0xMRERERUcYxbvZS3DEugQi37+DvVBETlm5P9rFaEf9PWxohGToeERGlM+zUICKiVHFs0yb8U6kyblaphlm1auPV8+dfPObxo0dQLlqMRkHBqBMahpr7D2Lb4sVpkJaIiIiIiOQSEK6Bwkit3w6OMYJGo0nWsTVL5AQCnwEAROBz1CyWIzUiEhFROsJODSIiShU3Z89G47fvUEanQ7tHj7Fz7JcXnPd78QJu4eH6bTtJwnsf39SMSUREREREMivs4Qht6FsAgNBp4WauhZFR8mZM79W5DUY1zIMfrL0wskEu/N6tfWpGJSKidIBrahARkcEJIWAcFqHfliQJ6qjILx5Xolw5LMyTBzm8vCBJEo7Z2KBc0yapGZWIiIiIiGT2R/cO0CxaiVvPbsFSJTBu3B8pOr5BnRpoUKdGKqUjIqL0hp0aRJShXLh8DcfPXkLhfLnQqF4tueNQEiRJQnTZ0gjefxDWkoTbajVca9X+4nEWFhZot2Eddv85FUpNDEq2bYvCpUunQWIiIiIiIpKLJEkY+FtnuWMQEVEGIQkhhNwh0kpISAisra0RHBwMKysrueMQUQpt23sIM/fehdaxIETQSzTLJ2Fwry5yx6IkaDQabJoxA5G+vsj5/feo0by53JGIiMiAsvq9dVa/fiIiIiIiQ0npvTVHahBRhrH95HVoHYsDACSb7Dhy8wIGy5yJkmZkZIS2Q4fKHYOIiIiIiIiIiDIRdmoQkZ4QAn+v3YL7z/1Q0MMFXdo2gyRJcsfSU0jxB5YpoJMpCREREREREREREclBIXcAoszm9Wt/TJ23FHOXrEJUVJTccVJk0v+WYPHVKJyJyodFVyIx8X9L5I4UT9cm1WHscwkxYUGA7220rFZMtixhYWHw8vJCTEyMbBmIiIiIiCjjuHbmDJZ2/wWLe/SA14MHcschIiLKsDhSg8iAfP1eo/2wOQh1rwJdTDTO9BuPdXPHwcgoY/yoXfF6B6VNTgCA0tIRV72ef/EYnU6HBSvW4eWbYFQqUQCN6tVMtXxVKpbDOo/s+PfiVRQr1AgF8udLtXN9zu6DxzBj0ymEGtnCSfsa80f0QC5PD1myEBERERHR52m1Wrx69Qp2dnawsLCQJcPjO3dwvWdP/PAuEEIIbLl2HR0P7IednZ0seYiIiDIyjtQgMqDlG3Yg1L0KJEkBpdoEDxWeOHfxktyxkk0t6T67nZj+42Zh1X0VTkTkwaS9D7F6087UigcAcHNzRcsfG8rWoQEAC7adRFT2ClBlK4AA1yr4c8kG2bIQEREREWVUQgjsXr4cy/sPwIF//kmVc7x9+xYz6tXDle+rYE2Fiji4OnXO8yX/bt+O2m8DAACSJKH68xe4cOSILFmIiIgyOnZqEBmQ2kgJodXotyVtNEyNTWRMlDL92v0Ay1f/ItrvASxe/Yt+7X744jHXX4VCaWYTu2GXCyeuP07ROYUQXy70BU+eemPI5LkYNmUeXrx89c31fUmk9r9fnZIkIVooDX6OXfsPY/Kcxbhw6arB606usLAwzGnXDgvLlcfs+vXx8NYt2bIQERERZTXv3r2Dn5+fQe6X08qO+QuwrG07LOzRA+/evfti+dVjx8FhzDjU3bgJ5sNHYt2UPw2eacvYsWhz5x7KabRoFBCIB3PmQKvVGvw8X2Lv4QFfxX/tCG8TE7jnyWPQcwQEBODG9esIDQ01aL1ERETpTcaYE4cog+jZuQ3O9J2A5+aFgZgIVLQNRulSJeSOlWzflS2F3UULwcfHB66urjAx+XKHjFrSIfLDv4UQUCF5DYRdB47hr60nEKFVoqCjEeZPHAyVSpXizD6+fug+8W+EZa8EALg0ej42zRiYqsO4i7iY4FxECIxMrSACn+P78jkNWv+Uecuw/bEEhU1O7F1xCgP83+KnBnUMeo7kWD1kCJocPwm1JAGvfLBxwAD0P3QozXMQERERZTXLBg+Bett2qHU6+Fargj+WLYNCkb6fSdy9dCnspk5DWa0WWiGw7NlzDN6/D5IkJXlMxOnTyKGLHR2eS6fDvZMngWFDDZrLKDwCyo8ymEdEIDo6GqampgY9z5c0aN8eCy9ehOrIUWiUSli1boUipUoZrP4T27fj4eix8PT3x4mcHqi9cAEKGbD+5IiJiYGXlxfs7e1hb2+fpucmIqKshZ0aRAZkbm6OTX+Nw7GTZ2BhbobKFb/77E18emRiYoJcuXIlu3x2Uy1O3TgMY4cciHh+AzV6NP7iMZGRkZi56QSi3GM7Iq5GhWHGwpUY1qd7ivNu2rUfYW4V9O9zsFNZ7DpwFD+3bZHiupJrztiBmLtsDXwDXqNsrTxo0bieQes/dssHCpfyAACtY0HsPHVDlk4No9f+sR0aH5i8eZPmGYiIiIiymivnzsF9/XoU0cWO0Hh78DB2rVyJpl26yJzs8/zPX0CpDyMglJKEbE+fIiQkBNbW1kkeE2NsHG872lht8Fye9evh6slTKBUZiTCdDgHFi+k7NI5s2IDn//4LEzc3tBo0CEql4Udgx5EkCT3nzUNERASUSiXUasNe663/zcVPAQGAkREKvXyFHVOnodDGtJsm9927d+g8bAZeSK4w0YSgS/X86N6+eZqdn4iIshZ2ahAZmLGxMerXSb3FstMTIQS8woxgk78UYkID4VC2KY5cuY9WzT5/XEBAAMKU1vpfQEbG5ngd9OKrMrg4OkD7MAhGFrFPAonwALhlM+ww7k8plUr069Ep9er/ZC0TBb68tklqMCpQAIFn/oWtQgGtEIjwyClLDiIiIqKs5M3Ll3CJ0QAf/sBuLwRu+PnJnOrLJEdHRAgB0w8PxQTY2MDS0vKzx5hVrIhVly6hlCThIoCijb/8gBQQ2w7x8fGBQqGAi4vLZ8vWbNECp9RqHDxyFEoHe/wxbBiA2JElJpOmoG5MDIKEwF+PH+OPZcuSdf5vkVojRIyiIuNtq6KjU+U8SZm6aA1eO38PY4USAsCqo2fRsUUjGH/ScUVERGQI7NQgom8iBGBkYgEjE4vY7Zgvj0xxdnZGNrzFGyEgSRJE4HNUqP51HREtf2yIU1em4qKPDyB0qOquRK3qVb6qrvSiZdWiWHLiNmKsssM8+CG6dDHsSJBPXThyBJdmz4FRdDSsatZE26FDAAAdx47Baq0GMXfvIsrWDj/PmJ6qOYiIiIgIqFi3Lhbn9kQbr2eQJAm7nJ3RsFUruWN9UduxYzDf2xtmd+8iysoK340Y/sUps8KPH0czlRo+Wi1aK5U4cugQ0LVrgnJeDx5g9/DhMA4Khq5QQYSHhcP92HFoFRKCGjTAr3P/99kR8lWaNEGVJk3i7fM7chQ/xMQAAGwkCaorVyE+tE8yItX3VeCzbj1chcAdtRpOdWqnynmEENiycx+8XvigUZ1qKJg/LwAgUiMgKf4b6aJRmiIiIoKdGkRElCrYqUFEX02SJNQtmQPbHz2DZJ0d6tc30KFT9S8ep1QqsWT8H5i8YA0iNRIqVfBEqx8bfHWGvyYOga+vLxQKBbJly/ZV9aQnXdo2Q6Uyj3Dr3gNUKtcdLi6pd02BgYG4OmgwfvSPnVrqycNHOJTTA3Vat4ZSqUTnyZNT7dxERERElJCVlRXab9qEPTNnQtJqUbt7d+TInVvuWF9kYmKC/uvXISIiAmZmZsk6xigqEhYKBfJ96PwwiopKtNy23r+j9d17AICge/exKyIClT6c4/H2Hfi3UUNUrpOy6VqjTU3jdWLEmJll2A4NAOg69U/szJMbtx89Rs4KFdD0px9T5TzD/5yHo29sIFm4Y8/Mzfizax1ULF8GDb4vhcubr0DnVAja6AgUtIiAjY1NqmQgIiJipwYRfZNhv3dF2ROncefBY9Tr2BL58ybe4Hr+4iXWbd8HWysLdG3fEq4u2fDXhIEGySBJElxdXfXbl65ex+nzV1ChdHFUKF/GIOdIa/nz5UX+fHlT/TxPHz1CgVc+wIdF2nNrNDh07RrQunWqn5uIiIiIEufi5obus2bJHSNFbl+8iIMDB8La/w0CcuRAh+V/wyV79s8eo6pcGT7PN8BVp8N9tQoOtWolKKPRaGDxyke/bSNJMIPQbztrtbj/6lWK8zYZOwbrvLyQz8sbPna2KD5wQIrrSE8kSULTX35J1XNER0fj1MNAKHLkj912KY21e0+hYvkyqFujCtQqFQ6cuQI7BxP06zEiVbMQEVHWxk4NIgIAxMTEYNLcZXgVEI4cjhYY1rsrjIyS9yuiVrXvUava90m+/uSpN7pNXI7w7BWh8wnD2UETsHLW2FR5Emrdtj2Yd/gxdI75sWnVOXR/7I2u7TLXAnWbd+3HtftPkd/DFR1bNv2m9zFX3rzY4OaKfHEjNYyM4FaypKGiEhEREVEWcXT0WLR+4gUAELfvYOvQYei95p/PHtP1zz+xM3du3H74EB7ffYefmie8bzcyMsJ7N1cgOBgAECwEHlqYQ2hjOzb25vRAl6ZNU5w3e86c6HfkMF69eoXajo4wNzdPcR0ZxY75C+C7ZSt0Cgm5OnRA/Z+/bn1ASZIgfbLe38dNkerfV0D17yt8S1QiIqJkYacGUQaxbtserD96FQIS6pbKhd+7tjNIvUv+2YRzd1/gzp3biHKvDFOHXLju+x6hU+dj6og/DHKOFVv2ITx7RUiSBKWxBW4G2uPx48fIm9fwIxG2n7oJ4VQaEgA45sOuc5dgoLcqXZi79B+svR0NySYPjlx4jec+izGq369fXZ+trS1KTZ+GHXPmwCgqGpY1a6ItR2kQERERUQoZBwXp/y1JEtQhIV88JrmjC5rP/wtbhg2DSXAIROFC6P/bbzi4ZCmEQkLbvn1ha2v7VZlVKhVy5swZb19GXlcjMRdPnIB65iw0/jC117+TJ+NBmdLIX6RIiutSqVRoVNoDW+4+grDIBqt3t/DbwLaGjkyfERERgdevX8PNzQ2qD6PtiYiyInZqEKUz0dHROH/pMqwsLFCieDEAwP0HjzDvwD0Il/IAgLU3vFDwxOnPjo5IjrVbd+PvSyGQbItAKlEYwZd2w8TeFUoTSzz0D09WHbv2H8HeszehknQY1K0VPHK4JyijVAAQOkCKXThOqYuBWq3+puxJ+bT5IVd7RKfTYcGKdfB5F4yqpYuibk3DLF5++u5LSDalAAAKS2dceHL5m+ssX6sWyicy1J+IiIiIMo93795h4/DhUIW8h32livipd2+D1h9dpBDCnj2DuUKB1xAwKVXKYHXnzJcPf2zdGm9f7lkzDVY/AJzYtg03Zs6EKjwcMaXLoPfiRVAqlV8+0IB2LloE/6PHEGNqgvojRsAzf/5vrvPe+fOoGRmpbxgVfx+KOxcufFWnBgAM6d0FNa5cwyOvZ6hdtTccHR2/OSMlz+HjZzBlzWEEK23hqPPHnMFdUCBfHrljERHJQiF3ACL6T3h4OFr9PgZ91t9H54UnMWB87Dy6V2/eQYyNp76csMmJy7fuffP5Lt/1gmQb2wkhSRJMHdwRExoIIQQsjXRfOBo4fvoc/tx1GzcUhXEJRdBj/EJEREQkKPdHl9aw9zmF6PfvEPPmKap7KODh4fHN+RPTunYZKP1uQhsTCcXru2hRtXiqnOdL+o6dgVUP1DgWlgdjtt3Exu17DVKvShLxttX48udE6dfT+/cx96dmWFyzFhb17QetVit3JCIiIsqklrXvgIa79+KHU6fhMHU6di1ZYtD6f12wAP927oT9NWvg4R9/oMOY0QatPzWFhYXh7vgJaO79HE3836LWvv3YOH1GmmY4smkTzP6chh/OnkPjI8ewtWt3RCWxcHpKlKheHRct/pta65KNDUpUrvxNdZYtXRJtmzdlh0Yam7f5CMKzV4TKpSCC3Kpi2t9b5I5ERCQbjtQgSkfm/b0WrxwqwsQodhTDsZcPcPfuPVQoWxImh9ZBYxr7tJPy3SNUafBdiusPCQnB7Tv3kDtXTjg7O8PJ2hQanzAYGcfe5GoDnkMthSJbhITRg7p+sb4jZ69C51QQQGyniK8qBx48eIgSJeJ3JNjZ2WHz3FE4evIMHB3yokK5sinOnlw/NaiDgnk8ceb8ZXxXui6KFimUaudKik6nw/WX4VC6W8fucMiLw5dvo9WPDb657t9b18WIJbvwTpUNtjH++LVtjW+uk+SzrVcvtLn/EAAQdO8+1traoOOYMTKnIiIioszm/fv3cH7qBeWHp/Vz63TYf/4CYMCFpdVqNTpPnmyw+tLSmzdv4BYQoN+2kSREfsXi49/i+b9nUTcmBkBs2yq/lxdevHiBPHm+7Un84uXLw2/USOzeuAlCklCoaxfkMsAIEEp7Edr4I4eidHxOmYiyLnZqEKUjkdEaSMr/5sUUKhOEhoahUKGCGNGqIlbv+xcCCjSqURgVy6esY+DGrTvo/7+NeGucA+ZRR9GnQXEM/O1nPBs1HfdexsBUqcWofi1Rt1rlZC8Q7mJvDe27EChNrQAAZtEBcHV1SbSsubk5Gv9QV7+t0+mw79BRREVHo2HdWjA2Nk7R9XxOwfx5UTC/4dfrSC5JkqBW6BD9YVsIAZWBRlRUKFcaOwvmw9OnXsiZ0wPW1tYGqZfSXlRUFKx9fPXbNpKE6CdPZExEREREmZW5uTkCbayB0FAAQIQQkBwdZE6Vfri5uWGTpydKP3oMSZJwV62Gx/ffNpohpcw9ciBACNh96Hh64eiAas7OBqm7bocOQIcOBqmL5FPU1Qynw4KhNLWGLsgH3xVzlTsSEZFsJCGE+HKxzCEkJATW1tYIDg6GlZWV3HGIEnj2/AV+HrsY4dkrQ6eJQs7AC1g/b3yyOxk+p8vQqbhrXEK/beN7FgeWjAPw9Yvh6XQ6/D5qGm74RkMFDTrWKYnOrX9M1nFdBozHTeEJKNXwCL2BdXPGwNTUNMUZ0qt12/Zg/r7rCDOyh3PMSywY0R25c+VMlXMFBgZi5cbtMFGr0bV9y1RbryS1ZLbFGFNiRs2a/43UEAJXenTnSA0iyjCy+r11Vr9+ynjOHziA8xMnwTg4GOGFC6HXypUwMTH5pjpP7tiBJ6dOwdw9B1r80QcKRfKfHA8ODsbawUOgevcOxkWLoP2oUck63vflS6z79TeYvnyJ8GzZ0GLeXHjk/fYHml56e2PnuHEwjoiEc62aaNSt2zfXmRI6nQ4Lf/8digsXEW1miuL9+qPaj03TNAOlbzqdDnOXrsHLt8Eokd8D7Zs3ljsSEZHBpPTemp0aROnMs+cvsHrrXpiZqNGrc9tvbmjE6TRkOh6YFNNvm/uex9ElhvnjaUxMDIyMjJL9h+lDR09g6E4vqG1jnyzRxUShvUcA+vT42SB50ou3b9/C19cXefLkSbUOm4CAALQZOB2BrpUhNNHI9f4y1v5vXIo6wnQ6HVYMGwbN1WuItrREvQnjkbdw4VTJ+7GAgAAs79IF5k+eIsLBAXWm/oki5cql+nnTk6f37mHPiBEwDg6GKFIU3WfNTPMFKYmIvlZWv7fO6tdPGZdOp0tR50NS9q5YCeWEiSgaFYV3QuBUk0bovXBhso+f2aw5mp87DyNJwhshcOvXX9Bh9JfX4Zjbug1+OnUakiRBCIEt5cuh7/Zt33IpREREJLOU3ltz+imidMYjhztG9fvV4PXWKVcAD48/gbDPDV3oG5T3tDVY3SqV6suFPhIdEwOh+OgYhRIx2sy34LWDgwMcHL5+WH90dDQm/m8p/IKjkN/NDv16dEzQAF22diuC3L6HQqEElEZ4EJ4Xx0+eQe2a1ZJ9ng3TpqPMP2vh8KFTal2vXhh4/Hiqj57YMHQYWl68HDu3c0AgNg0fgSJHDqfqOdObXAULos82NsKJiIjIcN68eYOb584hd9GiyOnpmeD1r+3Q0Ol0OLhlC0IDAlCnTRu8OnAADT4sZG0vSVCcv5ii+kyfPoHRh/tNR0lC5O07yTrOOCBAf58qSRJMAgO+cARlBkII7D14FM9e+eKnBnXgks0wU3MREVHGxFWFiLKIds0aYexPRVDX8il+K2OKSUN/ly1L3ZrVkCf6HrTREdBpY2Dvcwrd2jWTLU961XfsLOwPcMNNZWFseGKCiXOWJCijVCohdFr9tqTTQG2csk6m8IcP9R0aAODs44uQkJCvD55MRgHv9ItVArENVCIiIiL6etf//RdbateB9S+/4t+69bBvxQqD1CuEwOxOP8Phj34oMW4CFjVsiEAh8PHEDzGmKRthHmX/38M/MUJAY2+fvCwFCuC9LvaBqAidDjGfmXoqNDQUy4cNw/I/+uLqqVMpykdJE0LA1zdt2gxxBk2YjXEHXmLVUxu0G/4XHj5+mmbnJiKi9IcjNYiykLo1qqBujSpyx4BKpcKa2aOxfO1mREbHoOvgEUkOLdNqtRg5bT4e+IXBwkiLMb07ILenR7wywcHB2LX/CLI5OaBW9SqZZn2GJwExUDrHTlulNLfFPZ/nCcr89nNrnPpjPF5YFYekiUIp41f4vmKXFJ3HNE9uBBz4b1FC/2zZ0mQaDdPixfH63Hk4Q0K0EIjMly/Vz0lERESUmZ2bOxeN37wFlEq4hIVj+9/Lgc6dv7neO7duodDRY3D9MMqjzRMvbCteHBtyeaLQUy+8tLdH0T/6pKjOulP/xKahw2D89h0i8+RG92lTk3Vc15kz8I+pKbReXhDZ3fDLlCmJltNqtZjXogVa37gFtSThxOHDkBYvQsnvv9eXObFtG+4sWgRFjAa29eqh9ZDBKbqGjOrYlq14du4crPPkxo+//pqi9lNUVBTmtG0Hz2vXEGxiApuuXdFiQP9UTBu7huBp70go3V0AAGHZK2HJht2YMfKPVD0vERGlX+zUICJZGBsb47cu7b9Y7s+//saRIFcobSwhhMCAqUuxY9FE/eu+fq/RafgcBDiWgQh/hConL2H2uIGpGT1JOp0Ofn5+sLS0hKWl5TfXZ2GkRfCHfwshYK7UJihjZmaGjfPGYu+hozA3NUWdmgmnqPqSNkOHYunbt8D1G4iytETD8ePSpGOo/ciRWKdU4uqtW9A4OqJHEg1SIiIiIkoepTb+/aJSozFIvYktxWlta4c2Rw7D29sbFbNlg42NTYrqLFS6NAodPpTiLCqVCl2m/vnFcl5eXih68zbUH+5rqwWH4OD27fpODR8fH3iPHI2mwbF33A+9vHEsX17U+PHHFGdKL4QQ2LF4MQIfPIBrqVKo16FDgjI7FiyExbTpqBMTA19JwpLHT9Bj5oxkn2Pj9Bn46ew5mCkUQFQ0ji5ejNft28HZOe2ngzLU+jBERJTxsFODiNK1Z/6hUJrEjsyQJAlvolSIiYnRr+Px16rNCM5eBUaSAjCxwKlXQXjx4gXc3d3TNGd4eDg6DZwEb40d1Jow/FyjELq3b/5NdQ7v1gyjF2xEYIwazsbRGDuqZ6LlTExM0Kxxg68+j0KhQI9Zs776+K8lSRLaDR+e5uclIiIiyqw8mzXDpZu3UDYsHF5KJczq1jFIvUWKFcOhGtXgdOw4rCFhm2dOdOnzO0xMTFCgQAGDnMPQbGxs8NbcHAgLAwBECAGF5X+jkR/euIFC794BRrF/FskXE4PD164DGbhTY8WIESi6eg3KCYEnW7djg68fWg8eFK+M/+HDKBsTAwBwEQLi7NkUnUMbFBjbofGBQ2gYAgMDU7VTw9bWFt97muDEWx8oLBxg5H0aV0QkqnQbD1czHRaM/QMODsmbvoyIiDKHDNulPWXKFEiShL59+8odhYg+ERoaCh8fH+h03774t6udKTRRYfpte2NNIguT/zeqQEhKaLUJRzSktmkLV+GZ7XdQuhSB1r08Vh6/981zzJYuURR7l0zEicVDsX3RRGR3czVQ2vRn7/LlWNauHRZ26w4/Hx+54xARERFlSLXbtEH2pUtwuHtXhM+Yhk7jxhmkXkmS0G/1avjNnIErI4aj+57dcHB0NEjdqcXBwQHmPX7BAUsLXFAZYUvZ0mg1dIj+9UKlS+Oms5N++7axMfJU+C7Nc96/cQMrhg7Dmj//RNSHhde/VtSZf+H6YVRNbq0WISdPJiijMTaOtx1jkrK1UEo0aYIT1rGdQxohcLNwIeTOnfsrEyff9JH9ML5BDnTOHQwrtUBE3gbQuFfAM7sKGD1neaqfn4iI0pcMOVLj0qVLWLJkCYoVKyZ3FCL6xPL127D88E1EKi2R0+gdVk4fDgsLi6+ub0Sfbgie9D88fhsFCyMdRvfrGO/17q0b49y4JQhzqwhdRAjK2oXDw8MjidpST2iUBgojtX47SmGO4OBgg6xNoVarv1woAzu8fj1UEyahfnQ0hBBY9fQJBh4+DKVSKXc0IiIiogynTNWqKFO1qsHrVSgUaNCmjcHrTU0tBvRHYJfOeP/+PZpmzx5vqiInJycUnjEdO+cvgDImBs6NGqJu/fqplkWj0eD4nj3Q6XSo0agRVCoV7ly5gvOdu6DeuwCE63SYfeEiBm/d8tVTKsWYmsbbjjIxTlCm+tAh2PLMGwW9nsHL2QnF+6ZsXYqS338Pzfz5OLhtK3QmJvht5MhEHjozPEmS8EOdmgCALeeffrRfgffRqX56IiJKZzJcp0ZoaCjatWuHpUuXYuLEiV8+IB159vwF1u/YDzsbS3Rt15J/sKNMJzw8HCsO34TGvQKMADzXxuDP+SsxcUjvr65TpVJh9tik18jI6ZEDayf/jo0798HRzgZtmg37qvUgwsPDsXrTdqiNjNC+5Y8p7kioV6kUzq6/AJ1zYei0Mchp9BZubm4pziEnrVaLVSNHQnP7DqJsbdFq+jQ4pcHcuC/O/Iu60bEtEUmSkPupF3x9fZE9e/ZUPzcREREQOwp8+PDh+OOPPzBnzhy54xBlWce3bsWTvXuhMTHFT2NGG+Re1NbWFra2tom+VqFOHVSoY5gpuj5Ho9FgRosWqHn+AiQBzFixEgO2bsH5NWtR710AAMBMoUDBy5fx7NkzeHp6ftV5yg0cgB1Dh8HT1w+P3LOj5tChCcoULFECHkeP4unTpyiXPXuK10IBgLLVq6Fs9WpfldEQclorcEsTDYWRGtqwQBTMkfjnS0REmVeG69To1asXGjRogFq1amWoTo2Hj5+ix+SVCM9eEbpXoTg3eCKWzxidJovxEqWV9+/fI1JhjrjuOoVShbDob5+C6ktcsjmjb4/OX318WFgYWvedAD+HChA6DQ6cHYe1/xub4Imj8PBwjP/fMgSEaVDU0wm9u7TT/wzXqloJQggc/PcaTFUShg4bkeEWrVszfjzKrVwNW4UCOiGwult3DNy9K9XPa5TNGe91Olh+eL/8bG1hb885cYmIKG1wFDhR+vDvvn0IGToM9cMjoBMCK+7fQ/+DB9NkFMDXCgkJwd6VK2Fsbo5GHTsmmfXAxo2od+4CHD882Nj48hXs+ecfSKYmiBECqg9tihBjE5ibm391nu9q10aRChXw6tUrVM+RA6afjNyIY2ZmhiJFinz1eeI8uHULpxctgoCE2n/0Qc58+b65zuSYN64/xs1ZhndhMcif2w4DenRJk/MSEVH6kaE6NTZs2ICrV6/i0qVLySofFRUVb07Kb53f/lus2LIP4dkrQpIkKE0sccPHGt7e3l/9BAalfzqdDmFhYbC0tJQ7SppxcnKCp3EQvD88NaPwv4c6zUqmuJ7nz58jIDAIhQsVTJNGzPJ1W/HaqRKUH6aPehxTGLsPHMZPjX6IV67nyBm4a1oSCiM1rt3xh2bpP+j3y3/TYdWuVhm1q1VO9bypJfr+A9gqFDgSGYEgnQ7B589j/6rVqN+p45cP/gZthg7F/MdPYHztGqLMzVFi0MAkG2BERESGlJFHgRNlNg8OHULd8AgAgEKSUOjBIzx79gx58uSROVniAgMDsahJU7R8/AQRQmDm3r0YtHlzojMyaGJi9B0XAKACoI2ORvOhQzH/0mWUu3Ubb01MIHVoDycnpwTHp4SFhQXy58//TXUkx0tvbxzt2AlN/N9ACIEtFy+i3d49cPzG/MlhZmaGqcP7pPp5iIgo/cownRovXrzAH3/8gUOHDsEkmQtZTZkyBeMMtDDatzJSABA6QIq9wVGI6HT9xAl9m8PHz2DqPwcQKpnBVRWKpZMGZNonz2NiYjBi2nw8fRMBK5UOfw7shpVb9iEsSoc6zUuhbs0q8cq/e/cOa7fugY2lOdq1/DHBTf/kucuw7WYANCor5NSux5pZI75pTY7kUCgk4MOCerF0UEoJR1l4BeugsIzt+FBaOuGm161UzZXWhKsLLkVHwV6hRC2T2E6FM5Mm42GZ0shXuHCqnVelUqHvqpXQ6XQZbnQLERFlbCkZBZ6eHpiizC8oKAgrfukB0+fPEeHkiOZz5sA9Vy65Y6UqlZNT/NG7Njb43sFB5lRJ271oEdo+fgIjSYKJJKHy2XM4d+IEKtesmaBsvdatMXv9erS4eRuSJGFLoYLo26kTzMzMMGDvHty9dQu57e2RM2fOtL+Qr3Riy1Y0fO0PSBIiARR79gwntm9Hix495I5GRERZQIb569GVK1fg7++P0qVLw8jICEZGRjh58iTmzp0LIyMjaLXaBMcMGzYMwcHB+q8XL17IkDzWH11aw9bnFKLfv0P0myeo6anmfPGZ2Mz1hxDq/j2QvTReOVbGuLkr5I6UaibMXoJjITnw0roU7piWxrBZKzF+UC90bVYXa/efQfO+f2LC7EUQQsDP7zVaD5qBNc/tMfeqFl0HTYBO99/0VH5+fthx4y2M3IrDxMkTPk6VMGPRavj5+SEsLCzVrqFL2+ZwfXsWmoj3iAkLQP7o+2hQr1aCcpZG//2eETotLDJMt3DydJg8Gfs9PFDiow7X4u/f486FC2lyfnZoEBFRWoobBT5lypRklZ8yZQqsra31X+7u7qmckLKyNf37o9mZf9HoxUu0uHwVW/r1kztSqms9aBD21qyO/VZW2OrshOyDBnzVeg9pRVIo8PFEuzpIUCSxbqaJiQn67tiBS8OG4MLggfhj106YmZkBANRqNUqULp2hOjQAwCGHO3wUClyNjsLuiHAE6ATuLFwErwcP5I5GRERZQIb5k1zNmjVx61b8p6I7d+6MAgUKYMiQIYkO8TQ2NoaxsXFaRfwsBwcHbPnfSBw7+S8cHfOiQrmyckeiVCKEQJjmvz/OSgolwmMyz9opYWFhmLl4NSKitfipzvfwDoiAkUnsvK+SJOF1hAI6nQ4DZ61CgGvsKI1nr97BbsV6vA0MRkj2KlBICijMbHDjtSNu3b6D4sWKAoidAkJjZIa4JbqFToudR89j74NwGGtD0almEXRv19zg12RqaooNc8di8869UKss0KzxWBgZxf569PV7jc27DsDFyR5DOjfGpL93IkSrhptpDMaO72vwLHIICAhA77Fz8SpMgmmOojgfEIgKUVG4Gh2FiwKwX/0PdkZHo8mvv8odlYiIyCC+ZhT4sGHD0L9/f/12SEgIOzYo1aj930L5YboiSZJg4v9G5kSpT6VSYcCaNYiMjIRarU7wwEtgYCDWDx0K1bsAmBQrinYjR8Yro9PpsGnmTIQ/9YJd8WJ4/+YtQg8fhsbICIV/+xU1WrQwaN4fe/XCvEOH0fjuPYQDuFCtKgZUqZJkeVNTU7Tpk3mmTKrbogUWnj4Nn7Xr8JtZbHvwO/832Dl+AnqtXSNzOiIiyuwyTKeGpaVlgoWszM3NYW9vb5AFrtKChYUFGjeoK3cMSmWSJCG3jQJ3Y6KgUBlDG+yD0iXc5I5lEBqNBh0HTMIL+wpQGKlxZtE+eBqHIODpWeg0kQAkFHEywrt37/BWWOuHginN7fHwxX04WKljp3mK6+MROhh91CGZK1cu5DV6jacxHlCqTBB0aQtsy7WEwkgNDYCVRy+gdeP3qbJOiYmJCTq0ahZv35On3ug+cRlCXStAdz8Q35nexr7F46HRaKBWq5OoKeMZOetvPLEuB8lWiajs32FlaBCeakOgvn0HvxoZAY8e4/b0mfjX0xOV6vJ3GBERZXwfjwKPo9VqcerUKfz111+IiopK8NBUenpgKk54eDjevHkDV1dXTm2byYg8uRF25QrMFQrECIHInB5yR0oRnU6HFy9ewMLCIsXT8JqYmMDnxQuc3bcPOQsXRpnKsWvW/d2lK1pcuAgjSYL/ufNYp1Cg/ciR+uOWDhiA7zZuhoMkYcfmLSisViPvh46hw2PGwbdyZbi4uBjsGi0sLPDH7l04smULjM3N0b9p0yw18vjKmTNwKFgQMe45gLdvEabTYW9kBPwvXMCupUvRuHt3uSMSEVEmlmE6NYgykkWTB2Pi3L8RGBaDUuXc0bVtsy8flE5oNBr0GzcT915HwcxIhwHt6qNqpfIAgCdPnuApXGH8YUHtGJdSePNkN8ydSsLYPjs0UWGwCL0COzs72IhgBGlj8O7WcQACN9WhWDF9OP6dsAhvHcpCRIbiO7v3KFSooP7cCoUCq2aOwv+WrUFYZDSeF8uLuwDe3DgMSaGENsQfb968SbPF15ds2IWw7JWhkCQoLB1x/pUvfH194eaWOTqp4gRHCUhm//3hJiJnCZRpVBKW3X/R7ysSGYnDZ8+xU4OIiDKFrxkFnt6c2b0b18eMRfa377DJMydaLf8bOXLnljsWGUjnaVOxUpKAJ08Qk80ZXWfMkDtSskVFRWFO6zbId/Uqgo1NYNy5E9oMG5Zo2eDgYKwfNQpGoaFwr14ddTt0wO3Ll3Gme3fU9PPHE2M11nbrirYjRsDsaez6FQDgBODSzfg/w+LyFTh8eF2n1eo7NAAg/7t3eHznjkE7NYDYBasbd+yYYP/ZAwdwZ/0GaJVK1BrQH3lScX06OayfPBm2S5aiVHQM/qfTIkBSYEd4ONqbm0MdEYnHEydhN4BGBurYuHjlGv7acBBaIaFW6bzo3OYng9RLREQZV4bu1Dhx4oTcEYgSZWJigomDe8kd46tMX7AC52PyQulijlAAE5bvQaXysWvZWFlZQaUJ1ZfVaaLxLjgMxrlj14cxMjbHq7cqTP3rb+SwVeP56ZWwq9geSrUpwnVaDJj8F5xsrBHlcxb5nMywYPJ4SFL8qblMTEwwpHc3AMDhE2fQY+JS2Jf9CUq1CbTREZi3ehtmjx2YJu/FJ9EgQWTKp6/yZrPEg9fBMDK1hk4bAydVJK4fPgwTlQpNdLELqD9Qq5CzdCmDnTMoKAh/d+0G0ydPEOXggLpT/0Shj56WJSIiSk2ZYRT45ekz0OK1PwCgzKPH2DluPHqtXiVzKjIUtVqNX2bPkjvGV9k4fQaanb8AU4UC0IThxLK/8apjxwQPBgkhsLBtW7S5dgNGkoQ7x0/gkFIJ78NH0Mj/LaBQwDkyCtfWrYdu2DBEOTgAbwMAANFCQOvkGK++aHNz/b89jJS4rNWihEKBPREReGFijAIXLqByzZoJ2h+GduvSJTzr3x8/BL8HAGy5dRudDh9Ms/VBfJ4/x6YBA2Ea8A7afPnQdc4cg44yE0IgYPMWVInRAJKEQQolprlkQ15fX6g/vLd5NFrs//dfwACdGkFBQRiycCci3CoAAB7/+xQujidRr1bVb66biIgyrgzdqUFEKefl/Ryj/rcKIRolctoaYfqIP+Ld5PoGhkNpnEO/HSJZIigoCA4ODnBxcUHzks7YevUqYozMkVv5GlYF8uC2EPrGge/LF1geEAEAiDayhI3aVF/XlQevYF/+O6hyWeJaiB9WrN+GLp8ZxVK7WmVkm78JoUF+MLF3g1JtCq+AaEO/JUnq2f4nXB6zAMHO5aALe4eq7gqDP931Jbdu38OGvcdgolagX/cOMDU1hVarNcj0V/dv3MDZ1f8gu1qFurZReBn8HGYiEjkuHEJLHz/8GxWFeWo13PPlhWOjhmjZuLEBrijWuiFD0Pzc+din7d68xaahw1Do8CGD1Z9Sx7ZswaN166FVSCjVowe+q11btixERETJYRwerv+3JElQR0TImIboP9qQ4NgOjQ8cIyIQGBCg79Q4vG4dnh87jggTEzjcu68ffVE4OgYHTpwEICCEwNrwMLgrjZDN3x8L+/yB2n/+iU3DR8Dk3TtE5M2L7lOmxDtvpWHDsHnIYGR/7Q9vT09Y16qBGf+sQS8hYKlQwGfhYqzRatFh9OhUvf4re/ei9ocODQCo+OI5rv37L6o3aJCq542zvmcvtLp6DZIkIfzufaw2M0P3mTMNeg5J/PdvpSShSKFCiFCpgBcvAQAxQkBrbZOsurRaLby9vWH1f/bOMkCq6u/jnzu93b3LLt3djTSKdEooiAgiIggYlCiIgCiN0iIN0t3d3bUssLDdu9Mz9z4vZllYqQVR/z7ez6u9MyfvnZ055/zi6+6On5/fE+9fvHyFVF0+HqofCT4FOHruyj9m1Dh17gJzV+8EBN55sxZ1alT5R8YhIyMj819HNmrIyPzHGDJxHtE+1REEgViLidE/zea7L/rnvF+6QBBHz8SjdA9AkiT8hTS8vb1z3h/arwfvJSQQHR1NYGAgdlGi3zczSJC80JqT0ZtMeBcqgpNPKAlntiKJdhAUxB1fjzagMJn3LmE3ZeFXthEXIq8/d6wzFiwjTeGOwmYl4dRmfErXx10l/mX35o/kCwtl5Q+DWb91F0EBBWjSoN7f1jfA5avX6Td5NZaQKoiZVtZ36INTQH5EQU2lUB2TRw95ZU+zW5cvc7D7u7yZlIxVklhWohizN29m+aRJ1I+JQxAEaul0FLLbSRn4KY1atXqtc1MnJ+dsYAF0ycmvtf2X4cKJE6QMH0HzTEcU0vbrNwjZuIGwiIh/bEwyMjIyMn8//7YocHuliqRu2IiXoOCGSoXfG2/800OS+Y9wfNcuTkyahMpoxrlubd4dPTrX+5Xbt2f3lq00SE3DKkmcLlWKN4oVA2DHkiVIw0fS1GLBIkl8ZzYRqFCSItopo9YQ+eABXioVQ01GPtFoCcvWirm9fj3Jb73JwOc4wVSsW4fSBw6QmJhIq4AATu3bz4WFC7litVJVqyVYkjh76tRfd2Oy8YmIIEYQCJYcJ/9Rzi5UKFz4L+/3IU4PYnL2CM4KBdy9+1rbFwQBt1YtubZgIYWsVnb7+GAOCSZLEllkMOJnMZNStCh9x3z7wrYMBgNTOnSg1LnzpDo7o3m/J50+/zxXmSKFCuJi2ocdh1FMzIynaJl/Jh3wg5hYPpu+FnNINQAuL9jFbB8vihctjMlk4pvJc0jMtFAs1IdBfd79y6OCZGRkZP7LyEYNGZn/x9hsNibOXEBcmoGKxSLo3qEliSYhZ3Gl1Oh4kGbOVadX1/ZkGX7jdOR5nJQiw0f0fSLl0s+L17LlcjJ2QU1ZLxNrZ31Leno6VquVWt2+wMnHkY7Ku0QdYg6vQmnOwLtSC7SegQAYEu6QHnmGKOV9jp88Q9XKT6Y1MhqNLNx9CfdidQBwCSyA8fhixsyb8NS53n8Qwxc/zCXFrCDIVWDyiE9ei/aGt7c3Pbp0+NPtvAorN+/GEuLw/LFkJGPyKo4qXyUAjuhTmb9kFe93fbWxHVy2jDeTHIYEtSBQ4+JlLpw+jdbNHb0k4Zb9GUlTKnHz8noNs8mNtlRpEo8cw08QsEoSxkL/XA7ws7t20SAjMyffWLWkZM4eOCAbNWRkZGRk/qfpO2MGK/MXwHg/mpCqVWnVtes/PSSZ/wAZGRmcHvI5bRIcqc/uRUayKTyC5j175JQpVbky9jmz2b5iBTg58fFXX+UI2Ufv3UtTiyPyWiMIVJQkzlhMtHF2Zb7VQvjJE5gtVjxsVgJ1jyK+DSYzi4cN48CPP+ITHkGH78fh+xSvfo1GQ0hICJvmz0f4bhxfWO1cVyjYbDTwps4J89+gzdf83Xf5+ew5hD17sapUBL3bjUJFivzl/T7EGBKMFB/viNQQRaR8+V5c6SXp9vUoDlevxsFLl4g5c4Y3Fy8hQIK97u7k++lH6jRrlqd2Voz7no5nzqEVBNAb2DVvPok9e+aK2AgICGBQq4os2HwMG0qqFfLhnbZP6pg8jtFozNFCfJ2pt3bsPYjBtwwPVZcsQeXZsusAxYsW5pOvf+ScohQKtZZzkSmYps5h2IDez21PRkZGRubVkY0aMjL/UiwWCz/+sog0vZkG1crSqF6tJ8p8MnIiJ+xFUenycfTwA7L0y/BzEonOThdlNxsI9dLlqiMIAgM/fPYi8cLFS6y/bkIdWhElcN6Uybwlq/jw3c4AVC/iz4WUBzh5h6DSuaBx90G0u6Nxf7Qw1Xr4k3hqA7FNPmLggkN8HB3DO22a5+rHYDCQaVPh+XBcCiUe7m7kCwvNmf+EGfNJzrJQvXQh1u8/zS23KgjuAkl2G19O+Jnp3w55+Rv7P4SLToM9xYRSrcOamYwu21gEoHTxIiYx6pXb1nh4oBdFXLINVkk6HWX8/Gjb50Mm7dtHxSNHMSkU3Gn+Fh/XqfOn5/JHuo4cwVKFAuOlS9h8fflg/PevvY+8UqBCBa5ptRTP3mBfdnOhTIXXpx8iIyMjIyPzV6BUKun8+dB/ehgy/zHu3r1LodhYUDqOdfOJItcuX36iXNnq1SlbvfoTr9vd3LFIUo72gl6ScBUUeCkUDNJo+TYjjZEeXiTZ7aww6Oni7MJhs5ksAUbHJ3Iq+j62s+eYHx/H0E2bnjnOB2vX0txoAqCoWs0Ru42lxYvRecyY13EbnosgCPSdMhm73Y5CofjbvfU7zZjOqsFDcEpJxhiRH09vHxaOHk2z3r0J+JOpdPevW8e5ST+iMRoRq1ah5w8/sKhSZQKy01G9kZHB1lWr82zUELOyHAaNbLyNRjIyMp5IQ9W2eRPaNm+SpzYPHDnB6PmbSFP64GNPYlz/DlQsWzpvE3wBxYsUQDh8DPwckTdSeixFa4QDcDvFhiLIYUBRunhzJfrea+lTRkZGRubpyEYNGZl/Kb0+H8tVXXmUGicOrDiF2WKheeP6ucpcTbCgCnEI5ik8Qzh+/SI/ffEhwycvJMMqkN9by6iB/Z/W/DOJiU9AdHqUjkqpcyM57VFI828zJvDVdz+x+tBxbCpnnAMKoHHzIfXcNrwrvIUkSaRf2EZwvfdQKFWIfkVZf+jME0YNd3d3TLHXsEeUQ6l1Ji3yNEXcXXPe7ztsPBdUpVFqnDiy5y4kZiC4OxbECqWKxEz7S83rf5FPenXl9GffcsMehNaux3b3JpJnSwRBQBV/gSYtXl33of2AAfx07DjFj58gU6vB+k5nCmeHxQ9dtZKL586h0eloXrx4njZioii+lIi6QqGg68gRrzz+10ntpk1Z+VFf1q9bh6RQEN69G0X/JSKxMjIyMjIyMjJ/BpvNhsFgwN3d/anvS5LE5gULSbx+jQI1alCxQQP2h4VSMiYWgEiViuAK5fPcX+dvRvPV779TUa8nRRSJUKq4b7cBDmOAi+BYT/oqlbyh1fG13YqvizP97Y4UtDW1OlYb9KhOnmJ6q1ZU6tfvqVpo1j+sXy1engzbtfNvNTAolcoXF/oLCAkP59NVK7FYLExq0YK3t25DAyzeso2u69a8smEjMzOTy1+Ppl1iEgDJa9ezLn9+rKpH85QkCbvq2fO+fOU605duxI6C1vUqUqlDe/bs2EH9tHTMksTFMmV5809GS09dth19SE3UQAbw06KNLJ70eowa1SpXov3Ji2w8dRhQ0KBkIM2bNgTATS2SlV1OkkRc1dIz25GRkZGR+fPIRg0ZmX8hGRkZ3MjQoXR3hGSL/sXZcfTiE0YNZ6Wdh5KRkiShU9gJCw3h1x+GvXLftatXxX/pt6S5+yIICjQxJ2jTpXOuMt99NZDYId9xxakCgiAgSRJFfJUUVV0DQeKCnzuZzo82TgJPLvjUajUVixfk/M3jWLJSwWrBHuxEeno6rq6uXE+2owxzzF/wCsd48wg60Y6gUCJazYR4qF95jv8r6HQ6lk79hps3b+Lm5obJbGXywt+xo6BN5xpUqVjuldvWaDQMWbWSqKgonJ2dcwmgKxQKyuYxUuH0/gMcHDkCbUoq+sKF6b1wAZdPnSI1Ph63gABUSiWVa9ZEpfrf/rnpMGQwDBn8Tw9DRkZGRkZGRuZvY+fiJVz78Ufc9XriS5Sg/9IlODk55SqzYNgwSv62mPKixOVVq9k1ZDC1Jv/E2ok/oDGbcK/3Bp26dMlzn25ubrT6YSIPvhpGW72BS0jYRTuiJLHG348My6PUuE4CVLDYSLQbQJs7utxqNtPx5Gm2ffYZ+bZuJTgkt8ZCqrc3Gw0Gqmi1XLJaUFst3L17l4jsA/Or586xb8IEVFYroc3fptm7z09n9G/k6N69vHH2PLrsdXiH6Gi2zp3HeyOGv1J78fHx5Ms2aAD4CALG+/cJ6NadIzNmEm4wcDginFafffbU+mlpaXwyaQn60JoAXF59ih97vUGZuXPYvmo1gosLn375xZ82Bpmk3I5WZjHvjld5YchHPfhMdBjZHnfqGtarNaNmrSLVqiLIyc7oUS/nPCgjIyMj83L8b58yycjIPBUnJyc0ohFL9rUk2tE+xRPk006NGffbdjIV7gQoUhk24qM/1W9GRgZ9h08izWQn6+hvlC9ekMH9O1KsSKEnyn776XsMHPcLCUYBXyeJCSM/pWB+R2juktUbmb7zElav/GhTbtKlTdWn9jfrm4EM+PoHzkmueJRuTJJop+vgcaycOgqdYM/lCVO1dEEE2wVSzAKh7iq++7zfn5rr/wpKpZJi2cKKANO+efom4SEZGRkoFApcXV2fWw4ci/CCBf+clsWBESPoEHkbAOux43xVty5tE5IItdtZYTRQQ6PlhxrVGLRqFRqN5qXblySJzYsXk3TnLtVbtaRo6dfjZZVXVk2ZQsrOXVi1Wup+PpTSVar8rf3LyMjIyMjIyPwVmEwmrv/wA22yD6lNx0+w7Jtv6DluXK5y5v37CRUd+4ySZgubtm+nVd++lKtZ85X7btChAxciIti3axeFKlakUHw8++LiaNexI831Bmb26oXXlSsoBIF2Ts4csZjZC9SWJA5bLERarbRwdkSjV0xI4sLRowS3a5erj9DAIMpptWw2GlAJAs6iyKKhnzN8+TL0ej07en9IuwcxAJw/c47D/n7UzGPKpH8Lzi4upD1mIDBLEmpn51duLywsjHX581Pu9m0EQeCKWk14zZo0aN+em28350FkJD1r1sTDw+Op9Y+dPEOKW2EeKlzYA0qx8+AJhg/s89RUZa9K+XwebItPQenqjZgZT+VC/q+t7Yc8LUK9UvmybJ5dFqvVmqMhIyMjIyPz1yEbNWRk/oWo1WrebVSWebtOYFJ7ECrF8sW4J73MG71Ri7o1q5Camoqfn98L0wNF3bnLrgNHKVeqKJUrlGfdll3M3XgYmyRQpaAPmQYzN92roPBS4VYYUuIOUa7M09P0hIYEs2r66Ke+16Xd21QodYOTZy9Qs2oHChbIj91uZ/vufdhsNpo1qo9arcbf349iBSOI8isAOHQ1orVFOHX2HB+3q8dPq/ZjVHkQSBJjxgzC3/9JscD/CpIk8dk3P3L4rgkFIo1L+DB68KsZsaxWK0vHjMH2IAbv8uVp9VHfp4bqi6KILjU15zrWbqfWg1iKqNWgVPKhiytrjQbanDjF77Nm0XnAgJcey88DPqXSmrWUE0V2r1xJ1ozpVPwLND6exs4VK/D9cTI1bI6UCL9//AkF9u7GxcXlb+lfRkZGRkZGRuavIiMjA5/MrJxrnSBAWtoT5Wwa7R+u8+6kIooiy74fj+n2bVyLF6PDoEE5a8oyVapQ5hnOIj0WLuBs02bUMDtcuIrodBzt2YODHh5YgVbTZ1DUYgXgsqcHNco/mf6qdreurN+0Cb8YM82dHAf5yYcOs3radApUq0q5O3ch++DZlpHOutHfcPfCBTp89tn/fIRxXqlUsyZT32qGffNWXOx2DlWuxKCPX93xS6vVUm3UCKYNH4GPszNFO3WkZfv2ABQuWpTCRYs+t37B/OGo9afBw2FkELMSCS/5+g0O3wzpR8iildx6cIOSxUPo0anNa+/jecgGDRkZGZm/h/8fv9YyMv9B3n+nLW2a1Sc5OZmIiIhnLr41Gg0BAQEvbG/foWOM/HUPRr+SKI4donXRE2y+kIA1tBoAW2MT8Ew6jyJ/yZw6GVbFS2spPKRokUL4eHvi5eWF3W7nvUGjuSQUBEHJb5u+ZsnkUWg0GjxcnbAnGlBqHZsRpSUDP29vateoTrP6tUhNTcXf3/+VxvD/iVXrNnMwPQBlmB8SsDkqikZHjlGrhuP5SZKEKIo54dyiKPLzJ5/A8RNYnZwo/9kg6rRsCcCsPn1psmUrrgoF97bvYKVeT8ehT4quKxQKsgoVwnr8BGpB4L4g5RL6e/hEdIKA1WB46TmZzWaUu3cTLEkgCDRMSWXLr4v+NqPG/RMnaZxt0AAodu8eUVFRlJL1NmRkZGRkZGT+5fj5+XGnaBGqnzuPWhA4r9WSv2HDJ8qV7v8xW0Z9TaH4BC7ly0e9wXlP1zl70GfUXLkKb0EgfutWFqSk0HPs2BfWK1SkCGc/7sfaRb+htlqx1avHR6NH5xhEltvsXN+8CbtSSeGePcn/lMjjQiVLUmLMtwi9++S85iMI6KPvka9zJzb7+FAoI4NjZke6q0+j75MxZRpTr1xh0K+/5nmO/8sIgsAns2dz7tQpTAYDQ/5kStjT+/dz/bPP6JuUwk2NmviEhJeqX7hQQXrWDmfFvsPYBSU1CnjQtf3LOz29CEEQ6PNux9fe7r+N6PsP+GXpOgSgb7e2BAcF/tNDkpGRkXmtyEYNGZl/MV5eXnh5eb2WthZtOogluCJKAL8irNm/BnNgJR5m1VW6+aNOMGDPTETp5odot/Eg6ibDx09n7Bf9X0p07+69aPp9O4sEvHCzZ/BGcT8uK4qgdXdEWtzKgK/H/cDg/n3o17MLpz77hiupvqjsJt4u7k6xYg4vIK1WS2CgvDgDiI5NQOH6mOifqx9R9x5Qqwas3ridn9cdwiSpKOGnYubYz/l92jRqrVmHT/ZzW//115SvXx83NzfUFy7gmm0kyieKXDx27Jn9fvjrQpZ+9RWqlFRcy5fj+rHjFD5yFA9BYJlBTz2tjhXhYfTo1eul56RQKLD9IaeuqPz7jFfexYryQKEgJDtnbmRgAFXDwv62/mVkZGRkZGRk/ioEQaDf8mUsHzUKZZaeiEYNeaNt2yfK1WvThlJ16nAvKop3ixZ9pqD4Uzl3Du/stWYAAtZTZ/Jctf2gQdgHDMButz+RwrTT50Ph86G5XrPb7VitVnS6R9ob9Zo0YWaRQpS6fQdBEDiv01GoXj38/f0JGzGMNTNn8eD2bfpni5O7CwKup05jsVheKW3q/yKCIFC+cuWXrhcXE8OmnyYDEk0//pjQ8HBOzZ1H8+RUEARKWG3cWLMOabhDn2PtrFmk3bhBcMWKNO3W7Znt9unegQ+7tUeSpFxOaVHXr7Nh6OdoU1OwFilK7xnT0Wq1z2znn0CSpL9VaP7PkJiYRM+RM8kIrQ1IHBs2hRU/DMHb2/ufHpqMjIzMa0M2asjIyAA8IdXt7OaNqzkaA/kc76dE0adrGw6fPMfqo0dA7YRv1fbsSsyk/PottG/1Vp77GjtzCYlBdVAIAnpgy6ktCGGOaBJ9XCSG+NtsCirMoSHTGdblDRZNHs2dO3fIyMxi2pJNtPv0ewr46Rg7tF+ew3stFgtKpfJPC8+9Ts5fvMzNyCjq1qyKn9+fS53V5s2GbByzAFNINSRJwiPxHM0aDiArK4spa49hDasFwBmTnkk/L8Tvzt0cgwZAWEIS8fHxuLm5YXFzA2IBx+Ld8hx9Dnd3d/pMn44oikzp+T75z55jIRKWYkUpUq0aV3Q63v3wQ3xfYX5qtRqvzp04OXs2EUYz+/KF0WLQoJdu51Vp0asXC6KiOHPwEFadjgoDP31mjuC/E0mSSElJwdnZ+QkxTxkZGRkZGRmZvOLu7k7vn356YTlfX198fX1fun3HmvIRMXYbs959F5VdpGjHDtR5++3n1s/r2n3dzJncnz0HndlCVvVq9J8zG6VSiZOTE23nz2fjuHGozRbCmjWldvPmADR85x1qt23LmJatkC5czDmsNup0T0Qz3Llzh/TUVEqUKvWPpxa6c+MG2yf9iEIUqdi9GxVq137tfaSmpvJbu/Z0unMXAVh14CBdN254opyUvYOcO/RzKixdRlUgcu16ViYk0OEZYuHgMLTk3G+jkYSEBFZ9/DFdrlxzvHYzkkUeX/HBpEmvfW6vgt1u55ORE7kUZ0KrEOnbug6t33wyqul/iZUbtpIeVA2FIAACaQHV+H3TDj7o3umfHpqMjIzMa0M2asjIyADQqVFVvll5DFtAaaSUezSvVpS6VcszfflWbJKCN6rmp0XThpiNJnalh6F28QRA0jgRGX2PC5eu8MPC9ZhFBVWLBDKoz7vP7MsoKnMWspJoJyU5GUXWblLQYrOY8ClWA5WTGxanCH5Zt48m9Wvj5uZO249GkKELxiN/Oe5kOvHNT7P5dujz88JKksSg0ZM4cc+AEhvtahTlk15dXtt9e1WmzFnMktNJ2F2DmLlpBpMHdKBM6RKv3F7+iHxM/qQtC9fuQiFA32E98fX15c6dOxhUHjzcfql0LiRmPKBijepcXb+B4lYrkiRxo0B+GmdHIdQcOYIVX3yJf3IKD8LD6DZ2zAv7XzdnLg127MRHEKinUHLm1m0ifviB0hUqvPKcADp/+SWXmzUj+tYt3m3Q4LVFJuUFQRDo+d13f1t/ecFsNjO5SxfCzp0nXacj6KO+tPro1bRTZGRkZGRkZGT+ShqMGsnyTwcSGB9PpL8fbgkJtLjqOLg+fOo05319/7RAdGxsLBmTp9Jarwcgdds2Vk+bRsdPPwUgokgR+i5YAMDZQ4dYOHo0QUWLUadlC35q1ZraZ87yi8VMFa2WeD9fivT/OFcEwcLhw3FevAQvk5mt5cvSf/Xql9JXe9VUvU8jLS2Ntd260z76PoIgsOvYMVyWLqFo6dKvpf2H7P39d1pE3ckZd+vo++xcupTKvT9g67nzNEhO5oZGjVfbNgiCgP3oUR7Gzhe02bi2bz88x6jxkKNbt3Jq+AhCE5NI1uuJVqkIU6lwUijg/oPXOqc/w+TZizhhK4Qy1A0z8NPqQ5QuWoAJc1eSaVVQNMiNkQM//J9Jhzxz/hJmrztIhqjDyS8c9/BSiMZ0AnzlDAcyMjL/v5CNGjIyMgA0aVCHkCB/du4/QpkGJWlQ1+HZ/2uFsrnK1atVlVmbZ2BwcWxANPHnadS6KYMnLyUjxOEpFHU9Ft8V6+jesdVT+yoR7MbBrb+jcvFCH3uL4JodUbt44CaJ3N3+C1ZDOob42yhUWvy8FWRmZtL9i0loKnfBV1CQeHYbXkWrExmXwQefjyPRKBHgIvDDVx/j9gePsIXLfudQVgjKMG/swOITl2ha9xZFChfK8705eeYcB4+dpmbVClSt+KQQ4csiiiJrjlxHka8WCsDgUp1ZK7Yw608YNQDKlSnF5D8It4eGhhIkJZAoFXMYklJuU7NpMRq+1Yh1KSls2b0bi05H6+HDc0K8K9WrR4Ujh0lPT8fT0zNPYdYZCfE8HswcZLEQH33/hUaNswcPcnbtOpQe7nT8/PNcKQMeUrJcOUqWK/fCMbwMkiSxYd58Um5HUrx+fao1bIjNZmPDr79iysyk2bvv/q0GlLyy/PvvaXv4qGOzZzSxbdp0Ujp1kkPJZWRkZGRkZP5RRFHkt9HfYL58CZuvH10njKdkpUoUP7Cf9PR0zh05gkvPXpAdBVEzM5Od27a9klFj+2+/Eb1tGxatlgKtWhGakQ5KR7teggJDXFyu8ikpKUzu2RP7kaM0QECn0zFi/nz6XLqMk0ZDYbWaI1YrIWPG0Kx165x60dHR6JYso6bVBkolBc9fZNXEibz39dcvHKPVamVaz544nztPos2G65vN+Pj77/9UpMfJffuoe/ceQnb0SoPkFHauXZtj1Ni2aBH3d+7E4uRE29GjCQgKel5zSJLErrVrSbh7lzfatSM428HJMyCQRIWCh7HaSYCHvz8VatfGd90aDm/ZQsHSpWlSrx4Alj+s3/94/cz5TJhI27h4ACprtSw36OmsciVdFFEVelInBSAzM5P9h48RFhxE2TJ/j85dfKoepS4451qv9uLTMTNJDGuAoFFwKy4N7Yz5fNn/5dPtvm7Wb97OzAMxuFZoixOQcuUQWdcPUbegC283e3ZaMBkZGZl/I7JRQ+Zfi9lsRqPR/GvyWv4bKFWiGKVKFHtuGT8/P6Z82pGZKzYjSQo6dauDl4cbSUo/HmaeVbgHcTHyxjPbuHIvgYAqrRAUSiTRjtrFkdJHEBS4BBfBNcRxAJ9wZjsVyudn8449JHhXQK1wLOD9yjUm6eI+blpjUVTojKBTEivaGfzdDH4Z90Wuvh7EJ6F0yZ9zbXX2J+pudJ6NGr+t2sDMvVGIvkVYPe8gfSLv0b1DyzzVfRaSJGEXcnvyiPw1n2OVSsXsbz7hu1mLsdgV1K1XmNZvNQKgVd++0LfvozHZ7Zw/epSL+/dTqFJlkqPvkXT+PO6Fi9C2/8fP/V+r26EDW1b/zltJyUiSxN6CBehT/43nju30/v1c6/sRTdIzMEoSk8+eZeiaNX+Ll9Pszz6j4srVVJIkTq1azbavR3F+7TreOnwEF0Fg9qrf6bVhHT4+Pn/5WF4Ge1qaw6CRjX9mJikpKbJRQ0ZGRkZGRuYfZfE331Buzlx8BQGrJDE3OZlBq1aiUCjw8vIivFgxTri5EmI0AfBAocD3KQLfL2L/unWIo0bTzGxGkiSW3LiJWLAgRaLusMlo4LzdjmLFSgIrVaJZu3aYTCZmt2tPr2vXUao1bDUaKWI24XPrVk4ks0YQKKRQYPyDhkNGRgYeZjNkr4G1goBkNOZpnEvHfsdbu/bk6NQtn7eA72/c5Is1v7+yYSMkf35uOGkJsNgAiBcEfPI5UgXvWb0avh5NM7MFUZJYeCuSz3Zsf64w+C+ffkqZ39dSSxRZ+9tiGi/6lcKlSvFG87eY/vZbxG7djlKSuNugPp927gxAvoIFyde/f652Kg8ZzLqvhhEeF8fNsHw0+fKLp3X3BGqDIedvQRBI9fFhc5HCULw4PUePfqL8g5hYegyfSqJHSZSGq7QsfoQRn/bOU19/hmpli7B/220E7/xIkoS/PZ5UyQUhez+ndPbkVuz9v3wceWHmolW4Fmufc+2evyzNXG/yzYjP5XMTGRmZ/3fIRg2Zfx1ZWVl88OUE7urVOAsWBr3TkDcb1P2nh/WfonSp4swqVTzn2mAw4GFL5uES365PIX/Esw+D4/QCglt2flxJwpKZTNrNEyjUWgxxkVD6DUBAEMDLRUd09H0wacHZIUxoM2aSX52ENqgQydmGDkGhJF4v5vRx69Yt0jMyaVi7Ctvm7MYWWAZJkvDJuEa1yi3yPNd1By8i+VVCAES/oizYtPsJo8b5i5fZtPsQoYG+dO/Y5okFoyiK3L9/H3d3dzw9PVEqldQp4suuhHgEV3808Rfo2KVWnsf0sgQHBTL9m8HPfH/38uVc/GkysbFxlLdaaahQMMcyhYYaDRURiAPmP7jP++PH56r3uFhe/qJFqbVgPtsWLMCuVFK+SRPOHT9Oldq1nynyd2717zRNzwDASRAodO48MTExhIaGvp6JPwf7vgMESY48wJUMRn5esID6l67gle351jkqig3Tp9Nj1Ki/fCwvQ6m33+bIlq3UyNJjkyQulyxJs4iIf3pYMjIyMjIyMv9xzJcu45u9LlQLAk6RkbneL1CwIOcHfsrvCxaislpRNmxA7+cISj+LyP37kdLSuCVJmCUJ3xs3cJs6he9nz6bgmXMMd3MHi5XZH/QmX7FiGDIyqH75Csrsw/1mTk6sMRhwCvdlmVZDp8goLJLEnsqVGNyoUa6+ihUrxoaK5Sl8+ixOgsBmX1/qdu2ap3HaExJyDBoAYSolXseOs33lSpp3yVsqXEmSSEhIwM3NDWdnZ0qULcv53r1Zv2QpGrsd0xtv0O9dR8rfO/v308RsAUAhCBSOjCQmJoZ82UaPP5Keno5u6zbCJQkEgVbxCWyZNYvCM2YgCAL9f/6Zu3fvIooirSMinnsgXr1JE0rXrElMTAwNwsLyrPkmVqpISvR9vAWBWyol5T7pT/sBA55ZfvL8FaSH1kUrCODux5YLJ/kkPf0v17xr81ZjMrPWsv/8JbSCnS9G9uXj72aT+HAeVjP+bv+s1spDAv19uf/gGm4hDkfFzHuXqPtBHdmgISMj8/8S2agh86/j26nzifSogsJbTRbw45IdNKsv/1D/kzg7OzOyx5tMXb4Do03CW0yjWP42z8wh660Vycg+EPcqVpPEQ78RWP8DBIUSt4gypFw5hEtQIcxpcSy+WwtLRiJxR1fgU6YRCrWGrDvn6NfrbQ6duU6SaM+J+PDLXj8PHz+drbcs2NUuFBLv0rxoMNuPrCQsNJgRw3q91ML3j5+re8kGfvltJR926wDA/sPHGL5oP9bActijUzh3bRI/ff3IgGAwGHh38Fhu23zR2LLoUrsQH/fozNjPP6b8+i1E3rtHs/ZvUbZ0yZw68fEJ7Dl0lGIF81O+XJmXeRQvTWZmJje/G0f75BRWG/TUdnbkCPax2cmvccw9ELAeP55T5+SePRz6ejTatDQMxYry0cKFjo1WhQqUqFCBWf37Y/2gN85WGz+WLc0na9c+PfewiwtWSUKdfY/TdE64PkeU/HVi02pyXYtqDfbHnrUIKJT/Oz+RRqORM8eP4xsURMiUyWxfvwG7sxN9R458rgeejIyMjIyMjMzfgc3XF5skocpeT5l8n3Rwat2vH9JHH7H+l19IOnGCuUOG0OWbb3B2ds5zP/fi4nhDpaSQWkOG3c6PWVk0HPApIRYLPo/tOzronPh1wgT6fP01d5ycKGS1ApApikRr1NTu9T612rdn05y5qJx0DOrdG7Vajc1mY/2CBRjTM2j6bnc+XbmSlZN+RDToqffOOxQplbeUR2G1a3Fh/QbKAKIkcc1qpZWTE1E2O+Bw1Ptt6FCUcfGoihShXMsWXDt5ksoNGlC4ZEn0ej3TOnUi4vJVUlycCR/wCW/16kXnL7/E8tln2O32XMYDlb8/maKIW/Y9iPPyzIk4vv8ghlmL1wLQp0srwkJDEAQB8bG1ryRJSH+IHA8PD3/hPLOysrh+5QphEREUKVIkT/fmIX2nTWNlRASGe/cIqlSZ9u92f255uyTk2puJCjXW7Of6V/Nux9a82/HR9ZiPOzPml1VkWBWEeyoZNXDQ3zKOF/HdlwNo2nMoiYnRSHYLhd3MNHhB9LyMjIzMvxVBkrJdVf8DZGRk4OHhQXp6Ou7u7v/0cGRekb4jf+Ks8Eh7QIg+yZ4Zn+XZI0Tm5RBFEUEQ8mQ0slgsdB04mhvKIigkG2U195k3cQQKhQJJkoiKikKj0WCzS3z10wJSzQr8dVbO3tfjXOKRZ9SDPfOwiZCvQc+cftMjz5AWdQa/ck1w8gmlnHSV7we9x5DvZ5FggABnmPjlRyQlJdFx/AbUwQ4jgWizkHx6Ez6VWuAUf5bxvZtRrXLFPM9/xbotjF55CteIcmRGXwYESvlKrPrpSwD6jfyR08Ijg4Qi+jh7Z32eE53wzY+z2JQcikLlOEQXok+y+YePnpku6Mz5iwya9jtZ3qVQZMTwTgUvPu39yIstMzOT2b+tAqB3t/ZPaIjkBaPRiNVqxd3dndu3b3OxTj3y22ysMRro5eKKIAgs0+vp/Jgh4vcypflk6xYkSWJyrdp0uHMXALMksbtzRz6YNAmA69euca1hYypl/7RYJIn9fT/kvREjOHfoEHtHjEKbloqpWDG6TpnMvO7dKXPxMkmuLjj37k37z17PhiAjI4P9GzbgFRBAzYYNn/j8bl24kPjvx1MwNZUzEeE0mTOHzRMmUnP3HtyADcWK0m/9upf6rTh96BDXT5+mauPGFCxe/MUV8khycjJTm71J47v3iNOoyXzvXd779tvX1r6MjIzMq/JfX1v/1+cvI/M4GRkZzOnZE6fI25j9fGk6fjzFyz+pRbdu1iy8x42noN2OSZJYW7M6g1etynM/cz/qR7P1GwBYqc/ChiMtlFmCFLuN913dcFIomJeVyV1nZ1ycdNhcXaloNOFmtXIyXz56/fIzRZ+yVhNFkYmdOvHWwcO4CgKrwvPRfe0aAgJfTWB5zaxZHBn3Pb7p6dTV6thboTyfrV+HVqtlcpeutNy7D40gkC6K/Gaz0lut4ZinO4HfjuH2iRO88dtiR1QCsN7bi/eOH3umAchqtTL9/V44nTlDmiCgeqMePbO1PzoM/oHM0DoAuN4/yPLxA/Hz82XOkCEUWr6CUJudLaEhtFj8G/mLFn3hvI7t3MnpadNJTU5GjI+nTkYmUT4+hA77ikZdn4xCMZlMrJw0CXtmJtU6dnzq5+IhkiQxZ/EqLkfFEuLtSpWyRXHS6qhSuSKnz1/ksxkbMAdXxm5Io6LyFj9/P+yF4/2vkZSUzIr1W/Dz9qJ9q7dk508ZGZl/DS+7tpbdO2X+dVQtGcHpI/dReIYi2m3kdzbLBo2/gMzMTFq9P5AE0QMPZy3dG5Wnd7f2z60zb/FKotwqodM6Ftvn05Rs27WXJg3q0WvIGM5neaAQrTTIr2bp5JGYzWY6f/I1GXoTD5fnos2Cl6sOvTYgd+MKJTqvIHSeASCJuKrBy8uLueO/ylXsVuRtrAqnnBy5CpUGwdkThVKFObgyC9fveymjRsdWbzJn9Q7u3TqJxjMQuymL9MQHj4Yl5E7DJFrNKLNTGAHozfYcgwaAWeVKenr6M40av6zcjimkuuPL2akoa48d5sNuRnQ6HQaDgc4Dx5IQ6EhVtWfgWFZOGfH0KIhnMHHWQtaduItdoaa8P0z++jMmqFVUNxgopFLxXWYGfV1cUXp6ME/nRFmDnnuBgZTq8yGTO3ZCGxvLnevXyVRrcFMo0AoCQmJSTvtGvR5nm0NMEUANXNi1i5kbNxJ/5x4F7TYa6JwwxSewfvx4hmzaxO3bt6ns6Ym/vz9paWnsXLYMV29vmrRv/9L6GsnJySz45BOS9+7Dx2CgvIsrM1u1pN+M6bnKNXvvPWKbNOHerVv0KFsWd3d3iiz6lT0bN5KQns4nbdu+1H1d9dNPOE2dTnWzmUOz5xD3w0RqNmv2UmN/FpO6dKXP/QcoVSoiRIlti34j8ZNP8PPzey3ty8jIyMjI/FeRJIlVkyaRcfYsNm9vunz33Ss5jMiAu7s7n61e/cJySYePUNnuiFbQCQJuV6+SlJTEb/374xR9H0NAAO9MnUJgSMhT67tEhJMiSXgLAnfsdnq6uOKbve6ck5XJMr2eZFHkbWcn3lcoMZssLEm+R2ytWjSd/Qvtg4Ofech78dw5yh88hFd2ettOd++xZcYMeryiM0mbvn1p+u67bJg3n2ilgkE9e+Y4Pukib6PJHoeHQkGwzY5GI1AnPZMNv/6KNiw0x6AB4KM3kJmZ+UyjhlqtZuCiX5n3+ReUW7KU0FWrmbVvP0L3nqQHVkWZ3VZmUDVWbdjKR+9344OJEzncuDHnb9+mc6tW+AcEPNGuJEksGD4c84GD2LRaCr7fk+jx42mVmMwKg56Ozi6gVlM4I4O5kycTXqUyhQoVylnD2+12JnfsRLuTp3ASBLZv2Yo4fx4lK1UCHIakn35ZxO24NAoEemK3i6y+rULhVgzrnXSmr1+Id+HKVFm9jV/GD+PnwU6s3bYXv0LuvN/ly1d6Lv/f8fX1od/7sii4jIzM/39eyqgRGxvL7t278fb2pmHDhmg0jw7q9Ho9kyZNYuTIka99kDIyj/Nex9ZI4hqOX7mCq1Zg1Lih//SQ/t9hMpl4o+OH2Iu8iYuHHzZgzr5zNK59h4jn5O83WawIjx3gCyodBqORub+t4JK6JJogxyZx54NIWp84ReSdaO64lcM1NJGE01sQVBo06bdRqnW45StJ4rnt+JVthCUrBWPSPRTGVBTxlwhRZzFi3JCnjiEkOIikCzsJ9e2BQqUh7uRGPAtVfu58b0ZG8e3MpRjsSooHuzJ68Ee5DtP7d2nOmMV7SbhzHp9S9UjUu/DV99P47ov+9HvnbXYMnIhz0TqYUmJQxN/jQUws4fnCAHirbhUO/bofe2AZRLuV/IqEZ+a2ddy03Jus+KR06n80ATellbIhzsT7VkWpdJhsEvyqsfT3jXzQvdNz5/eQ6zdusuJMMqp81QA4ZUhj7NgJtLJaKZ1tGCyt0fJ78zfpNngwoRERxMbG0iQwkJ+7v0vbQ4dRCAJvarQsN+jp6uLKXYUCqUABpnftiiZLj1OlSjyoWoWIEyfJEkUmmk30unadoio1qNUcEu1E2WzkV6kQEhJQqVQ5oepJiYnMb9WaNlF3SENi8qbNDFz060t5Fy3o+T4dTp5CKShI1DlxwKDn7tKlTDtxAntAAG+N/57CJR2RNUFBQQQFBeXUVSgUNGz5aiLwCStX0cpiAUGgflo6G+YveG1GDcPVqzkbUQBnowmTyfRa2paRkZH5p5H3FzL/JKsmTSJ88hRCJUd06ezY2DwdzMvkjT1r1nD37FkKVK5M3RYOTTubh3uuNFVGdw+WDRlCm/0HsUoSmy9d5vsGDegweTI1mjZ9os2Ogwfz8717KE6dRn/TkGPQACigUrPf2xPvuHiKqR3fJVpBwFuhJP3iJQ6uWEH7AQNyOSA9jlKlwvJYIgsROLNrF2JiEqU7tKdK/fovfQ+cnZ3p1P/jJ143+vpAdDQAdknC9Fi/AlDkzTc5uWMXlQ0GLJLE7RLF6ODv/9y+0tPTEdato7QkgULJu0nJ9J42FanVSPB0RJuIxnQCfB85V9X8g47IH9k4fz4lF/1GqOgY37QRI3g7Uw8qVa7DpNUGPQXu3OXGGw1YW70ag5YtRa1WExkZSclTp3HKft5NklPYsXx5jlFj+IQZ7Ez2R+kcxInbaRB1CGXJ5gCoXTzQuPmg84vgVKqGnXv207hBPYoXLfzcMcvIyMjI/DfIs1Hj5MmTNG7cGFEUsVqthIaGsnbtWkpmHw5lZWUxevRoedMh87fQo3MbevzTg/h/zJ4Dh0nCm0CPR57gVpdAbt+591yjxnsdW7H9s/GkhtRBEu2EZpyjeZOvmTx7EQrtYwf5Ok8SkpI5df4yqdcSUTu7I9qteBetTsYtOy7FapJ8aR9KaxbJu2fi7eVJw9IlGfHx53h5eOQKQ0tISCAuLo4iRYqg0+lwcnJC6+5HyrXDIEkgSdiNGYjuPjjFn+O93rkPmiVJYtD4uSQE1kYQBO4mpuHxy68M7vvoE9ayWUP2Hj3N0YK1EAQFuPmw8+ZZPomLIysrE01QcUzJMRiTojFlZPF231HUrVic8V/0o06NKnwnSWzafwIXjZIhXw575kYKoFOTGlxZfABLQFksqTFYBRVSvmpkALtOLEZZqiBkx7VINjPOuqeLcD+N6Acx2Jx8c774lc6exN6NJshmz4ms8BEEQoKDycjKIisrK+d56+LiUGRvRlSCgMnHl61VKuFeuTIpmzbjduYs1+02snbvIqxTJzZ1eYczy5fhq7dR1OWRTkYxlZrLVitatRr3cuVyjW/DlCl0jrqDQhBwQqDYnj1cuXyZknnMXSxJEi5RUTkGAD+lkhi7nb6ubjjFxEJMLCsHDmLgju15vmd5J3cmx9cZ5O3l7cXGu/d428mZDFHkgLMTnf4GMXUZGRmZvxp5fyHzT5Nx+gyh2T/hGkHA+cbNXBG4Mq/Oyh9+wG/6TBpbrVxZsozVd+7S7pP+dBwzhtl37+J3K5J0Tw+qjRjOxanTUAILDXq6ubiizdRz9JMBHJk6hRpNm5KSksKKYcNRZ2biV6smH013ROAu/mESURN/IH+2vtitAH8qFy+OPmlPLsNJliQiZKRT6odJTL14iYEL5j91zFEnT3LUZMJDo8VLqWCGXs/HUXfxvHeffQcOoJ03l7LVq7/0vZAkCYPBgLOzc85ny7VqVeYeOoS3oCDKZqWURotNkjjq7k7hbl2p9dZbHBRFtm/dhuTmSv8RI174uRRFEcFqy7kWBIEGaSnsjNxGYlAlQKCqn5k2LfImVA6QfPUaFcVH69yK6Zmc9/YmIisLP4WSUxYz7oKCCJWKShrHvqTw4SNM/GQAmbt342Uw8MCQRX6dM14KBRZJIjIqijldu3Iry8he0QOhVCvAsTdJzUjH6/E5Wc2OuaidyNTrnxhfZmYmOp0Otfp/Q6g7L1gsFvYdOIKzs46a1avK3zcyMjIyr0iejRpfffUVbdq0Yc6cOej1er744gvq1q3Lzp07Kf+cnIgyMjL/PtxdXXBy9yH99lk8Cjj+v7OuH+TrBdeYtGw3n3ZqRKM3aj1Rz8vLiyUThzBnyWq0ajW9vxrBpJ8XcehSFOnxF/Ao3xwkkYD0C9SoMpiJq44QUPFNAOxWE3G7fiGoUV8UKg0BlZpD9El2T5v+zDRA85etYc6uqxg13gRZlzP7636EhgTj7uaCU8lHgmjuN9bToqoHzT/oTkR47igJg8FAkt0pZzGpdPYkMjbmib50Ti4IpkfRG6JCjdlsRqNWoVIqMSTdx7NgBbSV3iTl6iH2xjoxdNwMpn87hLo1q1K3ZtU83fsaVSrQ4fJVLl3bx+2kDLTlHkUOuATkJ9x8iSvmAiAIlBAj6dhmVJ7aBahWuSL+i7eT7hmAIAio487So08vdty8QueoOwiCwO+eHmSsXUfqz7PZ6elBhrs7wTYrl1PSeFOSUAoCFknCt/4b9Jozm9TUVL4fP4FKGjUt1S4YRZGxy5ZTOTiY7yWBkzondhiNNM6OBNmhVCBUqgY1a9J50OsV1BMEAaOvLySnAA69jwxRzPEMA9DGxfHb2LFY7t3Du1w5WvXp81o2Ev7t23Nu+gxKmswc9PKidM/XZ3Yt0a0b+kk/scagJ0anpc347+XNj4yMzP8L5P2FzD+N1csTqyShfihu7eUl/8a+JlK2bqNmtohzcZOJzVu2wCf98fLy4vNNm9Dr9TmH/Oc2bCD6zFmKqdU5KZeq6w1s37iJGk2bMqdrNzqfO49SELh58CCbNBoqNmlCzOrVJJvNHLaYiff3x6tCeY5s20EBu8jEzHQKq9Tcs9tBkuju4oqXoMD1xAnMZnNOGqjHSTx3jhBBYIPRQKLdTltnFzyzHX/qpWewfd26lzZqXD51iq0DB+GdkEBSaCid58wmrEABVAaHlt1DdhgNLG3fltY9e1KsbFkAar/9NrXffjvPfXl5eXG3QnliDh4iUKlkg9FIJa0GrzL5afBhOyRJIjw8/KU+4/mqVuH66t8pmv0s4/NHUHTIYNbOm4fKYuV2RARmo4Eme/bl1HERBC4vXcoEV0eUvt3JhZ9MRt7U6tgUHETDc+fZpHDnRN33wNWb1DNb8S3XCJXWBZsxk7gTG3DyDcWYfB9JFBHtVoIzzvFmo0f7HovFQu/Pv+NahgaNaKJHk/L06NQ6z/N6HLvd/lyns9eJyWTinU9HE6UtBjYzVTbs5udxX8nfOzIyMjKvQJ6NGqdPn2bGjBkoFArc3NyYMWMG4eHhNGjQgO3btz8/nYqMjMzfTkZGBnFxceTLlw+dTpfneqdOnyUxJZU6+ZTsvZlE3MkNCOkxuJZqhCWwIMnAwPFzCF+5B4VCoF2d0rzbsRUAc5asZvGucyTGxeCrsZKRmcWmOG+UIfVwcokj8+hvtKpflc8mDMFsNmNUuT+KGlDryB8ehlG054zFQ2l6Zt5YURT5dcdZpHy10AEpUn4mzlnO1NGf0aJKAbbGxKHyCCTj5nEsRpGrUbH0CQl+oh1nZ2e8FCZSsq/t5ixCg540onRv3ZhjE5diDKmG3ZSJd9Yt3vt6NlZBi/DgCoJLODpvR/s+JeqQeH4XMc5P1814FgaDgXcGfss951KItkJkRG9BTFmDV7EaqF29ye+pYOGkEezZdxCA+vW6vdQC3NXVlXmj+/HT/JXYUVCqtCfnJ00Ed3fmVKpAWIECpF29Sq9LV0Cl4mR8PH0yswDwN5sY7epClaLFMAYHo3V3Y96HfQiv/wYmiZwQfyeFAk9BoKXeAEBlrZYFWZn8lpVJUmAgXefPo1zNmk8dX4sBA5i3dx9tb0eRJsC1Bg1oVrLkU8s+i6YTJ7Dyy69QJSZwW6nCpUI5Us+cxUtQIEoSN4xGes2YiZeg4N6WbSxNTaXLV1+9uOEX0H7QIE5XqcKR06ep8ZqFwtsPGsTR0qW5efo0bzRqRKmKedeEkZGRkflfRt5fyPzTdPn+e2bHxuFy8yYmb2/qjXk17QSZJ7Gr1ZyymLlhteEkCFy5fg2r1ZrjUZ+WlsatGzcoXrIk7/34I79YbVizBcDBkQ5MdHUhIyODwFu3ciJxC9vsbDtyhM1Xr/LOvWiEbOenA5mZSDt24m+30zxbF+WC3c7t4kUZcv1mzqGxSaNBrVazd/VqLk2fgcpsQluvHj2++45khZLiKjWtnF2Itdu5ZLHkjCddknB6Qfqnp7Fr5Cg6344CQLp6jV8HDMDZ1RXx8hWmGw2002gJVCrJLFSYft9+mydh1OcxbNlSPq5ShWJ37lJTo+FESAjN33uP8PDwV2qvQfv2rI6NZfPOXVg0Gup+PhTvwEDuHj2KJIp0+egjpi1Zx4wTVxhnTEYlCMwDij4WxawUBNzC8xGwYAGlFyzEc/lyTjTuhTbEIUruX6k5iQd+JdyejofaA1XFN7EbM3GPKIv2xhaaB8bR78sRuXQ0f/xlEZd15VC6O2EB5uw4Qasm9fDy8iKvpKen8+HwH4jWK3FXWvFSWclUeuCitDOsd3tKl3x96/mH/PzrMu57V0erdhjVTiTB4aPHqVWj2mvvS0ZGRub/Oy+lqfHHHN5Dhw5FoVDQuHFj5s9/eginjIzM38/G7Xv4YeVBMtQ++NtimTzkvTzlHh31w0w2R0qIzt74ppqY3q8Z7m7uLNt2hONiQQD0MTeRgsqS7O84bP557xXKlbiMn48X8/beJCHZgEeRepg9/Fl2dCeaADXObn5oPQNR5q9I366t8fHxQRRFQhXJxIp2BIUSkiP5pFsrdhw8xcHTN1CqtVQul/+ZKQBsNhtW4VGYsSAI2HBEUnw79GOKrVrHmJ8Xoi5SD03hqpww6/lh1kK+6N8rVzuCIDBuwDt8N2c1epuSIv46Pu834In+ShQrwtsVQlmw/jcUCgVRFjt4uIFgQ/Aqgcaclqu8JNrx0UlPtPM8Zi1cToxvDTTZuiRi6SaIVjPmmwdpWKMko4cNRalU0qhBvZdq93HCQkP4ceRAHkRHs+2tt2iRnArAcVcXCn71FfZx3+eUdRYUSMBCvZ5qWg2djWbOeHkhpqfjt3ETSaKdw6tXkenjg5hlyElPZZBEREnKufZ2csLStg1jJk16roHN18+PDzdvcgiF+/jwabt2L+21VKJiRUo8ll7Kbrez8KuvsF++itnbk5ArV/AyGAHIJ4pcPHb8pdp/HhVr1aJirScjmF4H1Rs1ovoLch7LyMjI/BuR9xcy/yTu7u4MXrsGURRz6an91xFFkY2//UZGfAIN3+lM0CukvSz2QS+OnjxJj2yjQ2OThWVjv6P716NYOfEHrL/8gn+Wnq0lS9B71UoGzJnNgEOH2JCQgK9CwVmrlaLu7ri6upLi4QnZDjNGSQIfH7Dbc/UniCJ6m41Sj+nylFEquVW6NEvtIuVu3OSBpwf5+/YhOTmZyFGjaZOWBsD9xUvZXKQIRSqUJ//KVQAEKZWcQ2KpPgsPtZrEunX4fMCTe4QXoc3IeDRGQeDO/gMMd3VDJQhIOicmqJQo/PzJly+UTTNn0WnokD/1WVSr1Uw5epRVP/3EZYOBt7t3J7zwn9OgaPfJJ/DJJwCkpKSwoNlbdMzWA1lz6DAni9bF0G4UPTdOIiwuErtooQACZklCKwjE22woihalTLlyXA4N4YbVjtfFXahunyalUnMkQUm7B2fpYzQSL4qMzsoi7c1PkEQbVUoVYujHvZ4YU5rejFLzyMhhVHuQnJz8UkaNUT/NJcqzOoK3klTg6smNBFZuQCLwxZQlbPrl29ceQWG22BBUj6XKUmkxGmWtPBkZGZlXIc9GjVKlSnHkyBHKlCmT6/XBgwcjSRKdO3d+7YOTkZF5NWatPYA5tDpaIJ3CTFqwhrnff/7cOqmpqWy7kooqzCHalu5Sh13HLzNh2Cdcv3Ofo0diUHgGo0+8h0rrRPSehahdPFGotUyZs5g+3dqiV7qj1GSh9QwAwLNMYxJOb8Y5oAAAXmIqAQGO9xQKBfPHDWbsjF8x2gTeaFyUdi2asfvYOVwrtUOp1nEkK5WqLd6jQJES1C0dzkc9Hn3PaDQaSvsrOWPKRKlzQ5FwlaYtSue836huDabsuInCPwIApdaF2NTop869bKkSrJjy/Hzd12/cZPWFdFyrdwcg5cASgovXQqHWknHvMpqki1jjbyK4B5J+eQ9lg5wY/3kfAA4dO8m8NXuwI9CqTlnaNG/y1D6sNpvDwJONQqXBbjbgFFqK/t3bPDNq5WlkZmZy9sJFCoTnI/QpG9Ez+/dTNTEZsjdNVTKz2L1rNwFNm3D5wkWCjEau2m04G400ddIRrHT8XPgdOMh0m5WCArRzdmxSZyenMFaSKIdAtCSirlCBJUCd6zeJc9Lh+sH7dP/66zyN29PTk/Z9++Z5ni9CqVTy/vjxOddTGjeG2HjAkd/Y4pL3eyojIyMj83qR9xcy/yvIBo1HSJLElJ7v88aOnXgDK1eupNXyZYQXKvRS7ZSsWZNEN3fITlvkolBgi48jMzOT9PkLeNNoAqWSolev8fvYsbQfMYLKokgVrY5MSaKaRsu227f5fdYsMgoVYJHVgpfNRlbJkvT7+muS4+NZefAgraMfkARcKFeW4levsSI5mcJqDeEqJTpXN8o0bEjVCRO4eeMG5QID8ff359Tx4xRKTITsqJFQUeTK9es0HzSI5dNm0CY2FnAIhVfWaHEVBO40aoRK9VI+oQDYS5cmI/I27goFCXY73hI5Wh+CIOCVlUVzm53guDiSjxxjblIivX/44aX7sVqtJCUl4e/vj06no9uXX750G3lh/9q1NL93DyH7f6ZlTCzrtJcgtDpvZMbTw0mNXVIxMzODBfpMnBRKbvj6UiFLz89vvoVz/Te45axjUcI1AMbHXOG6iysDjEYEQSBcqeTd6LNMurKNIkHufD1u6FPH0aBaWQ6sOIXoX9yh5SjGPlf78WlkWEBQP9p7qXQuOQ51KXYdl69eZ9ycVWTalER4qZg4bABarZafZi9i59m7KAWJzg0q8E7b5nnus0fHVmwd+B1JzgXRuHlTwHydenXeealxy8jIyMg4yPOvcvfu3dm/fz99+vR54r0hQ4YgSRKzZs16rYOTkZF5Ncxi7o2ZRXpxiiKr1YqkUOUIHAuCgCg5Ig3e7diaLMMyjl+/iM10jzRVQXxK1cM522Bw8cFFFEolgeZobttzRyeEaE14pZxGp7Az6MPWaB7znvL29mbSiIFYLBZ27N7DvAWLOHH5DunKNLReQbiFFidJE8Rdt/L8ei6aoM07aP1W45z6M8d+wfT5S0hITaDhO1V5o/ajHLe+vr64ZN7hzpkHKNVaBJuZkEYl+PCrCVgkBbVK5+f9d9rm+Z6eu3QVi3sYasBuNuDsnx9Fdtiwe76SkHqFn3pWJfJONI0Hj8bf3yGyHhcXx7B52zAHVwHgh81XCQnwo2rlCk/00eudNuwZ+gPpIXUQbRZSbxwjoHILXGNP4P8S4e5Xr9+k/4RfSXIqgM50gN4NitCzc5tcZYqWL885VxdqZkctXNdqcAkOJjM5if0lilHg/Hla6pxYjERN4dHnyVUQSBbt1NA9Mga012g4a7ZQQatlc0Q+vtm7F7PZzJljxygZFETR15iK6c9Sa9hwVn4+lKDEJKJDQ3ErXJgFQ4ZS5I161HzzzX9kTCaTifT0dPz9/V/aG8xisTCzd2+0ly5jdnen9qhRVKxb5y8aqYyMjMzrRd5fyMj87xEdHU2+vfvwy16TtI2JZfusn3l/Ut4O2pOTkjiwfj2+oaHcKViAmlevoRAELgH39HqSk5Nxs5hzyisFAYXZjIeHBwn+/rjqDbgCqZLIxQsX6b11OzUEgb0eHhScMpnqjRoCEBoRQdcNG9i1bBmeAQGM7dSJLxo0oLfFipdCwRGblUv16jC4aVOHM9RjxtMixYvza3g+Csc4jBeXtBoK1qyJn78/zRYtZPbAgWhOnMQXARuQrlRyZd8+Zm/bjtXHm3cmTsTLywtJkji0cycZSUnUa9nyqTqAH06bymc7tlMoJQ2N4BAtN4gizgoFNknCYLNhtttBpcJHEJDOns2pe+nsWaJv3qRKgwb4+Pg8856f3LOHw198SXBSEnfCwug4d86fjs54Fr4hIcQqlRTO3icmCAL1aldkQ+QBipn1oFahFAT6ubkzr25tKnXvjv+QoTQ7ew6AOadO875SmWMUGWhOZ3I+X3JyAQM6rZbl4/pR+DlzaFSvFmaLhe1HL6JViXz5/eCXNjqVifDj3JV4NB4BiHYr1qzUnLW4syWV7p+OxhxaBbewEsRaTIz+aTa1KpRk+SUzgr9jbzdt+3kqly1O4UIF89TnxWs3savdUKjUiNGn6d235d8mcr5w+VqOXb6Dm1bByAE9cctO0yYjIyPzb0WQJOnl8qP8i8nIyMDDw4P09PQ/natSRuZ/mc9GT+JAVhhKZw/ElLt8UMWTD7p1eG4dSZLo++V3nLYXQuHkgS7mBFMHtCVfaDBxcXE4Oztz9/4DZq/dz7HbafiUeiNn0WczZjKosooaVSrQfdA3pHmWQOOTD/fkC0wf0pUSxYo8s1+9Xk/z94eS6luRxEv7cA8tgUfB8uhjb2JOT8RmSMe/QjMAGrpEMmboR7nqW61WVCrVE4fBRqORt3oPR5+/EYIgYE6MQh13HqFUSwRBQEq9x+CGobRv0SxP9zT6/gO6jF6IJbgSkmgn/sR6Aqs5DAWSaCf5yFJmftmTX5asw83Hn+pli9C7a3vWbNzCdweyULt45rTV0vsuXw7o/dR+kpOTmbd0DTsPHEX0CMNFI9C/QyMa1Xu6DoUoikyYuYBbsWn4u2kZ+WkvBn47jbOqRxs35/uH2T139BP3aNPcudz9dRGCKGKuVAntwYO8FRvHMpORbtlRGFl2OzP0WXzm5o4A/GSz4t+xAxVWrqJUduj0QbOJUKWK/CoVh7Ra6h09nBOR8zy2/rqImCOHUfj58c6IEU8VbHydpKamolar0el0pKSksOLr0dRZvwFf4JxOh+rrkTTp1u2V2rbb7djt9lxGu7ywc8kSbkz8AZ+MTO4ULULf5cvw8PDIc/0Fw4ZRc/5CXLI3hivCwxh4+LAsNigjI/O38F9fW//X5y/z/5MHDx5wqFZtalkcERaiJLG9S2d6TZz4wrr3bt/m987v8Oa9aGJUSk6/2QyNxUL07j0Uy9JTV6vlt+JFseh0dD9zDnelkr0eHhSfNYOKdety+dQp5n3QG6fERPTuboQYjLxjteW0v/WtZvSaPfupfdtsNuaVq0Dz1NSc16ZKdgp6eZNVqSKfzJuX69D75P4D7J0wAXelkuC3m9Pigw9y3jObzXxaujTt0zIwShKL1SqGSeClUGCXJFbVqMagVauY2rs35bdsxdMusrloEfqsW/vU9EeLx44l3+y5FLTZmGnQ4yJKuCkUmCQJvSDRSeeMW/Zabk3livRft45vu3RB2rINF0kk2subT7ZupkCxYk+d+5QGjWh3zRH5IEkS696oy8dLlrzweb0KkiTx84BPcd+8GaUokdCoARVatuTY2O8w3byJYLHwjosrF5yd8JkyGYPFgm/ffgRk6wAuysqkls6JAtnPIlqSiBo1ggcLFtLqXjRJAhxr2pQBc+f85etZSZLo/dlI9tzIQFIokEQRpWQnxFUkU+mBulAdDPF3MKU8wKdEbYqZL1Ik0I0NqRE5bVj1aXxZy4V2rfIWrdH+07FEe1TKuc6XdpKVU4a/7qk9wcIVa5l5OBmFVxii3UZE2jFWTpc1hGRkZP63eNm19cvHT8rIyPzPM3HEQGYuWMr9xFtUblKIts9Id/Q4giAw87svWbjsdxKS79H23W6cu3ydfpN/Jz45A4VSgVNQMfRXL+NUuCYZUefwKFAeAOfU69Su/h5hoSEc+H0uJ06dIfJuNI3qfoKvr+9z+502byn6gk3RqTQoVWo8CjradAkqTNqt0/iXd4xdzIynaMlHQt8ZGRn0/moi9wxq3JRWPu/+JvVrVyc5OZkPR/zIvSwViQkZuDrfxiWwIJLKCYNHQVwfhnt75eP4pRu0b5G3exoWGsLX3euzYMN+RElA0BhJurQXjas3hvgoXAIK8f7Xs/Cv3gG1szuXTseRkbmAFg1ro960AbKNGmL6A0pUjXhmPz4+Pgzt/wFD+3/wzDKP881Pv7A5zhulcyj2DBPJX/+IqMxtHLCjfKo2SfNevaCXI0ft3H4f0yw+AVEQeNzHzFWpJFSpZIPRiIRECXcPWo0cybaAQH7fuJG0tFT8TCZqZ29MHgQFvPCZA2ycMweXseNoarViEEVm3I5i0NK/ZvMliiJTPvgA3/0HMauUaDt1ouuokSiPHMUXx4bmUlISVwcPYe+q1YxetfKlDCy/T51K7PwFaKxWLHVq02/mzDxtwmw2G1cn/UjbxCQAqp+/wIpRo+g9eXKe+7bHxuYYNAC8k1PZv2sXhpQUajVrJh+yycjIyMjIyLwUISEhpDR/ixtr1+Nvt7MlfwTdBw3KU93tU6bQPvo+gkJBEVEies9epI/60mTbDlydnNhtMhJw9hzeTs787OtN8UaNqNGxI2WqOUSSk2NiaJSeQRkJSM9klsmIUaPFSaFAkiTs6mc7jyiVSsxOOsi2aUiSRIDRxFtCOuk7d7Pihx/o8sUXAJzcu5djg4dQMjaWyNAwIko7Utge37mTY2O/wxwdTXBSEgVcXFELAhcNeryyHX6UgoDz7SiuXb1KgS3bKIgASiXv3LzFup8m0+Ob0U+MreuwYewsXJgd588j7T+AcOkSAiAAia6urM8Xju+dO9xycqLFgAFE3ryJ7/YdtMhOPXspK5N5AwcxduuWp85dq8/K+VsQBDTZ+iPPIyUlheVDP0edmoqubBneGTaM9bNnk3bzJuHVq9Ogffsn6litVs6dPEnd3h/gM+wrrp8/T/TY79jRrTsfOjmDRotepeZHPx88Cxcm/8FDlG7ZgktengRkZAJgUyg4ajbxwK5CAezz8GBG796ktGvH7hUr8AwMZEDr1n+Lg44gCMz58VvGTpnNvstxKBDpVL8s+8/e5JquLAAugQUwJNzGZtaTz9uJOlXLs2nxcURfh9OeS3ok1Sq9m+c+rWLuedl4cUaF18GJK3ewSJ5knNmKQq0lOT2GrKwsbDYbbm5uKJV/zzhkZGRkXieyUUNG5v8hCoWCj9/v+kr1enZ5tID9ePxCbKE1EJN24FOqAQCqiq0wnFuPQuNM6vGbqCUr7h7uDJ44j+G921O6ZHGqVKpAlUpPpld6GiarDUHp8PgXrblF0hTYCDPdwGpUULWQL906dM95b9RPc4nyqo7goyQdmLBoC/VrV+frKQuI9qmJwk9JQH5IOLMVl8CCCAoFyswYwLFpsZsyCQ56esjt15Nmceh6AkokujQsT/cOLQGoX7s69bNTXO3Ye5DhS45gdQvGJbQYKYeXofHLj9rZcYis8gjk7O3zOB8+iS3tAekxUWisGXR5qw4t32z81H5fheuxmShdHJolSrWOO/F2+rUsy6UNl5D8i2PPSqFyuNsLc0VLCgEpW9z7ktVKHZsVu6DgktWCUZLokq09sSIkGG9vb7oNHwbDhyFJEvM+/4JNp05hdnGh8cgReVoUx+8/QLPsHMvOCgXOFy9it9v/kgX1urlzabB1Oz7Zm6MjM2exNn8EVieH4eKXrEyClSrGqtQYTp7is/IVmHrpYp7ya9+5cwfLlGm0zha6TdywibXlytHmww9fWNdoNOL+2KZTJQgos7KeU+NJvCtUIHrHLsIkCUmSOG+3EdzjfUJtNn6ZOo1uq1YSGBz84oZkZGRkZGRkZLLpM3UqR1u14nZMLL1bvJ3nKFLhD040CknCaLViBTJFEYMk0TLbOFAlJY19Ol2OQQMg8sBBGpsfpaaqo1KxRqGghs3G0cKF6PLF0zUC7966xfrZczibEA8mIwUVSo5YzLRxcqxfPQQBc3x8TvmjEybSNi4eBAXlHjxg7fjxlFi1iqPDhtP+QQwAmc4ubDYaaeXsjEUUsUoS6uy5GX39sNtsqCUJsl9TAthtPItGHTpAhw7M+qgfTW9HoQIUgsCywoWxSBKV7CIN9QaWDx9BeI/3qPaYmHQpjZYtSYnPbNteoTyp9+7hJSi4o1TgXqPGM8s+ZEHPnrQ/cQqlIJBw7DhDdu2mS+RtqgLX1q5jTXw8bT7+OKe80Whkcrt2VD91hji1igNt22C+FclbN25y6rFn7qJQoExJ5YMjx1AcOcbKvXuIGDSQdStXobDZUMbG0SUzk1i7HQmJtCJFEAQBHx8fOnz00VNGmjeu34zki59+JdmkIMBZZOrwfgQFvjhyHGDYgN4Me+z6wNkJud5XWQ3kTznCmVRnTkZtJ9iajCpTj1KQeK9LHUJDQ/I8zhrFAll9IxaFRxBi+gNqFgvKc90/g6taIO3WKQKrODz6rJkp1G3/IeqQUjiLegZ1akDzxm/8LWORkZGReV3IRg0ZGZlnYrZnRzU8Jl6tcnKjbJlSLBz7KeOmz2dTYgCi1oW7wBdTlrB59pgXtpuVlYXFYsHb25vubd5k/ZCf0JRois2kJ+X6UdzCSpJ8aS/GxGjqd6hL67eaEBYWlquNTIuEoHo0riy7ErvdTqYFBO2j1yXRTtLFPdgyk2hXozCXYg9jEpWUCtQx4IPBT4xtxdpNbLnvgiLIscGatfMcdaqUIyIiHIDYuHi+mbYQvV1JASGWi1cuk2GTkAQF1oykR/1KEvrUWBYd16Aq3gQfQEqNplyxArn6s1gs6PV6PD09X8kjyVVlR5JEhGzdC1eVnRbNGuLh7sbeY2fIV8SXHu8MfGE7tXv3Zs6Bg7SKi6egSsVsvZ5qWi1posgljZrpCkg0WfA2mZnZvgONRo2kWNmyCIJArwmPhLjtdjubly3DYjDQuFOnJ3ILXzt/nguHD5NstSBmG1EAjK6uf5mHUEZsbI5BAyBCIbB40iSaD/2cbePGkZqeRh83x6bXWaGgbkIip06epErVqi9s+0FUFPmysiA7UsUPOBv9dEH6P+Lm5kZCyRKYjh1HJwic12oJb9jwpebWul8/FiSnsGzVakwKKJCcTEkUoFTSKeoOm378kV6vIDYpIyMjIyMj899FEARqNGjw0vXe6NuXNYcP0yI2nniFgphatbCtW89SfRa1tTq8H9NpE4CUuDisVmuOpoBbRDiJONZTAHf9/Wj466+YMzP5qFKlp2pWbF2+nJ0DP8OSmcE37h6ka7TE2mxkarQEZDuonHZyoshjayy10ZirDY3JRGpqKgHJj4Qd3BQKRCQskkRSYCC/ly2D8527mHx8aD5xAoVKlGBL7VqEHjyIOwKrwsJ4Jw+H8t0mjGd2cjJOtyIx+XiT4OVJ9wMH8cpeB3eIusOme/dIUippnV3ntNVKxc6dn9lmn2nTWB4ahvnePXwrVqDTB8+P+JYkCefbUSiz18f+gG/kbQKz3y9msbJx1254zKixevJkOpw9j06lAglsq3/niLs7iXYbd232nHV9JFA0KwtltvGqXfQDDqSl02/nDgAWjxlD1Oy55Aeua9R4Ncmbs9fu5cu5PG06KrMJoWYt+kz+KdfeadT0JcT6OdL13pMkhv84j3kTvspT23/kvRZ1GPHrHow+JVCk3aNXswpsPPsAS4hjb5CUmUC/yi689wfNwrww9KOe5Fu7mUs3IylTIYIOLV9O089isSCKIjqd7qnv338Qw5QFq7Aj0KlZHapULAfAx93bsOnS3JxyajdvErUh+IVUwABMXrGHtxrVk1PYysjI/KuQjRoyMjLPpFyoC4cNaSAoMCY/wMknBFKiaFitIFqtltg0Eyrto81Fqk2L2Wx+buqe8TMWsP70fWwKNeW8bcwa9yXrfvyMkRNn8EDniktgIRJOb8WjQHkCKrdg1uGzTF3zNV92b8r7XR1RJJmZmdy9fYtEfTQISrxK1Kagm4RSqaRsAX8uX0tA6eaPaLOAJOFbuj6SJHL0wmpC8xchWGVn6IddnnqIfuPOfRTu+XOuTS7BXLsZSUREuEN35OupxPrXQlApiI++RUC1LjyM94g5sJj4M1vRunrja0+kdu1SLL/v9+iL1jOUyzciebNxfQCWrtnELxuPY1K4EKHLZMHEYTg7O/MyfPNpT/p/O51YoxJvjciIfh0BqFuzKnVrVuXoidP0+Hw8dknB27VKPXXhvGbzDqb8fpjMyt3ZkXiFgkc28LWzC07Zi1q10UBtmx0PtZqFkZG0iItjdb+P0f26kPOHDlGsYkWKliqF3W5nUufONDp4GB0wdelS+q9fj6urKwDbf/uN9G/HUCFLT4azE9MD/CmbmUGipyeVstMBPESv17Nw4EDUMTHYwsLo8eOPODk5vdS9eUitdu1Y/fMvtFM40nDtMpkIt4s07PIOyU2bcLxqVaxGc473XardzsXPv6DKvr3Pbffgxo2cW7KUWLWKj0SHZ+JBd3cqvPVWnsfWf8liln3zDaSlEdGgAfXbtXtm2eTkZOx2ey7ReKPRSML+/QxMSUEJ/GIwkuqkw0uhdBiMbPY8j0VGRkZGRkZG5s9QsHhx2q5bx56VK/EJDcXn9Bka79iJ3dWNwyYT+2xWKmm13LbZOGyzUmznbqbVrUfT6dMoUaECbfv1Y9b1GwhHj2LVainZ/2MqVHh29HfklStcGzKUzxQK1qjVXLRaibTZSLHbyXJxYl6NaoS4upL/rbeo9dj6TFerJg8ibxMiitxRKnCpXQcfHx/uRYQjXb2GIAhEWq3cttnYbDRSVaPGtU0btEolZWvVYtf8BRxevIQ3hw7heoP6pCclobh1i419+2IPDePdHyY+c03v6urKoBXLATh//Dib2rYjU5Twyrb3ZCERHBaG38wZzPv2GySDgaB27ej9nBRgSqWSLl99mefnJAgCRl9fyDbimCUJg04LZgsZoshqgwHdsWP8VKcudceMoUKd2tgMBh7u8MySxNGsTJpYbaSJInYkvs9MR+3hgWudOjTafyCnr1RR5OyunWSsWIFdraZg7w/Qf/8dOy5cJLxyZdq3fbFhIDk5mahvx9I2LQ2A+N9/Z22xorTp2zenTIb1MYOZIOS6flnq1qzGgKQkNu3cT9sWjQgO8GPxZRsPdyKiQsOJc5fo2r7Fc8XJj508zfKth1AgMeC9tuQLC0UQBDq1zvte4XHGTZvLpjPRSIKKWgVcGT/s01xGiKysLHqOmEZ6aF0EQeDkz5v5eZATJYsXJTQ0lHA3+8PsbFj1aSgeEyg3SmqsVutL6wPKyMjI/JO8tFFj0aJFdOzY8YlDS4vFwvLly+nevfszasrI/P8i6s5ddh04SrlSRalcofw/PZy/hB9HfebQ5vAOxW6M4/C5A9iUTmw7FkjlsiUoEODOmbtpKJ09kSQJP/XTDRqnz19k6uJNpOnNXL4Ti2/lNiiAM8YMZi9aTt8eXfh12veE1WiDJSMRjbsPriGOPKUeBSqQmJXC90t20qxBbYKDAvlk9BTSCzbHT6nCbjagu76BXxZNBeDTD7qhmr+Ei7cvsf/YafyqdgIg+dJ+PAo05K6rN5Ik8cnYn1n385NRJbUrl2PTwgMIIY48qp5Zt6lcwWEIyMzMJM7mmhMVoXTOHYpfOH8YzSsXokrZEtSoXpX7D2LYMHo+luAqAKgTLtKkvWMRazab+XnTCQyBlVCoVESJIuOmz+fboR/zMgQFBrB6xrdPTd2UlJTEl7M3YQpxRJ1M3nGDQL8T1KlRJaeMJEnMXHsQc1gtNIAYXILImDs4xVzPKROiVJIuSnipBEqo1cTb7QTfvcvqt95CGZfAEY2Kwh9/TLEaNah+4CD+SsdPS6er11kzfTrdsw0Wt35bTCu9AQSBZkYTpoIFMbdqidP1G1zbt4+KjRrmbADnfdSPt3fuQiMImM6cY57dzsfPEIZ8EYVKlsTWti2/LVmCDqiv1XGoeHEEQcDX15f3583j+5ataK/REiPaSRDt5I+NJSsrK8cg80fOHTlC3JDPaZOZyQObjQkqBcXq1aNs1y6UrV49z2NzcnKi57hxLyw3Z8gQtOvWoxJFkhrUp/8vvyAIAvs3baLZlauos599b2dnlhsNvOPkzPqgQJp++HRBehkZGZn/JeT9hYzM/x+Cw8Lo+tlnAMw7eRIB2G4yYpYkghQKZpYqgerOHfrrjSBJcPcea74dQ4m1axAEgY+mTX1m25IkMf+LLzHv3o1NrSY+MICPRAmABLsdF0FBkFKJpyDQRVBy7OhR4lu2fEIfokaXLqzNysLdaiWichW6vOfQROi2cAFrR4wk4exZQqOjGezuWOsvT0uj4GdDCLLbmSZAU7udgmoN27ZsodqC+ez9+WdabNuBThAwnTrDfIuFj+fOeeG9Ord7N93sIr+ZTVSRNCgl2FQgPxN69EClUlGnZR7F/16BJhPGs/LLr9ClpGIsXIh6bduwYexY7kfdpbeLCypBgMjbrBwxggr799GwZ0/WbN1Gm5hYNhkNfODiirNCAagRBAVKScLbYmPfhYvsq1WLlMNHwGJlusqZ0Rcuk1/hOHzfO+57dF9+gcLNFf/wfHka6/3oaCKSkyB7jxEgwfmoqFxlwj2VJFnNKNRabKYsCvq9mjMUwA+zFrLyoh7Joxa315xgVNd6+Fpi0BNBytVDAOxz9qBwg67UKV+YORNGPGEMuHT5GkPnbMcSVBFJktjYezS+vn4Euav58fMPiAgPe1rXz+TEqTOsuWJGmc+RWmxvSgKr1m2mQ+tHAuWHjp4g0b0E2mxDhzW4Euu276Nk8aIoFArGffIO389bg8GuRMiKIyaoJACizUIhN7ts0JCRkfnX8dJGjR49etC0adNcnqLgOOzr0aOHvOmQ+U+w//AxRizcg9G3JIqjB+le5Sr9erzzTw/rtfO4Nsfw8dOxlmiNUqMjGhg2fRnrZ44m64eZXI2JwkVtZ9QXT4Y6Z2VlMWTKSgxhtcAZnGyRZNy5gHtEGVRO7sQnR+aU9fVwJiM9AZshPXcjkoSo9aTvl2PxCAjnzK0EXMs6vr6UWmdC8hfNOXwWBIH+2WNet3U3U1ftxYgOF3MCalfvnDIJFi0mkylX6O62PQeYuHgHFosS89EllCuRn0/7tsbHxwdweFa5SXoys8vbLSashnTUzh7YDWlULRLEwL49c9oLCw3hu/ebsmD9PiQEOrSrQpnSJQCHweH6+VO4hGQiWkzYrRYy65V9xSfFU6NOjp06S7pbwRyvKtG3CAdOnH3CqGEWH/0UCIKAICnZbTLSQOeEVZI4ZbHwvovj/sbY7ZRRq7lks6GKjeMdZxdcFQp+mzaDU6JIJelR/38MXhYkKdf1rXv36HLpMsE4PL5+jotl0LJlAGju3UOTvSDXCQLqO3df7cZkM2jaVFaGh5N59ixnfX348Lvvct6rWq8ep3u9z90FCymiUlNf58QKH++npjgQRRG9Xs/ZrdtonOn4JISoVLxjs2F5tzs1G78+vZSHHN+/n/zLVlA8+/7Fbd7Kpt8W83b3brh6epKhUPBQmj1Lksh4uzl7ihenZefOhEZEvPbxyMjIyLxu5P2FzH+Zy2fOcHrXbkrWqE7FWrX+6eG8Vhr26cNP69fzltVK0ewD0333okny9QP9vZxyGsOzha2vnT/P7nHfozabiXV3o8mefYSJIgCboqI4J0qUU6uJt4v0cXNilUFP++zUR28g8Ouy5SwvVJhOgxzpWJeNG4f6l9nUM5o4WKgA5R6LFg4OC6PfwgVcOXOGc127Q3o6RklCUKmoDKBU8pEksdpqoqBaQ9PkFLYvXYb6dhS6x9atqfv2YbFYch0SGwwGVk6YgJiZhVvhQsRt3Ig5Lp65VgsfODlz1W7jhFbLB3NmP9f7/3VRslIlSmanhHpI5caNmd+lC6qz53Ne06amIkkSYfnz03rVSnbOn8/dY8dxunwlp4yPQsGUjHTau7gQFBPL7pRkLE6uXHIJxOITRv67J3LK3o+Pp9LIUVSzixxZvISkcd9Rr1Wr5461UOHC7InIjzUykus2KwaFAmdbbv2Sn0YOZOSkX0jItBLh78LwAf1e6b5IksSmk1EowhzGA3NwZZZvP8r3H7VhwtyVpAsKPIo5/k9dQ4py8OJexs+Yz4iBfXK1s37nfixBFQHH/sq1eD3SU2IQfcswcuqvLJo0/KXGFXk3GsntkUaIwtWPO/dzp7wNDQ5EabwAHo7fUrsxHf+Cj5zwypUuyfLJJXOuF6/awPHL1/BwVzJseO6oeRkZGZl/Ay/9ayn9QfzrIffv38+zgJiMzMsiSRIGg+Gph4z/BAs3HMASXNEhCOdflHVHj9Kvxz89qr+OuLg4zl+9iRTwSHA4xexI5fOiyILr16+TpA7mYQC2S1BBEi/sBiD58gEOqZJzjAtliuTneLIOc/J9Um8cxy28FBl3LiCotCDaOR9rITC8NHrrPR76z0uiHc/sU3ubzcbQMZO5nmjCRSXyVa+27Jr7DSaTiYmzFrEp0YBS6xiJNTWG46fOUrfWI6/6H5fuQB9WGy2gyV8Vf+XVnDyk4DDyDOv5tiNna1I63lqoob6BHRfy5/fgsz5PLp5rVatMrWqVc673HjzC4VMXWP77ekLqvYvG1ctxL64exlXKfKL+n6Fk0cLofj+L5O7ITCxmxFKsYm6PKIVCQQk/NafNelRaFyz3L9MjIQo/hZI1BgPXfb0JrlOLbRcvEZOVhSUkmK3h4eiTkngjMhLX7FzF3TQaxs6axS29gQ9d3XASBFYWKczHj+UWztepIye/n0AFvZ5Tri74eXoSnOGYs1YQ0F27kVPW7OeHdP0GgiAgShImPz/+DIIg0HHIkxoqD3n/u++YlZTExUtXOOXhRt1Ro574rTuxezeHhw3HOzWVq046wux2imcbk6LcXKlWqNCfGiPAoc2bufzrr4BA2Q96Ua1RIxLuRVPAbofse+0vSVyJiwWgVqNGTGnWhMxt29HYRU7VqsHX8+f/LZthGRkZmdeFvL+Q+a+ye+VKUkaO4o2MTM7/8gtrBw2kdb9XO4zNK3t/X8ONJUsQBcdao0bTpn9ZX+GFChHevDm6pcuJsdsIVqoonpbO2pIliL93jwAJYhQKdNWermNmNBrZ2qcvHe45Dm/nmIyE6R554JeVYKJaSUuNGjMSdkl6wqnGBTj34yTe7PU+SqWSuwsW0s5swUmlonPUXTaOH8+H06fnqlOiQgXSfvyBzYuXYBDtuB4/ASaHgLkgCDl9WCQJdDpMfn45aaskSUKRmMi8zwbTNzvqxG63M7VjR9qfPosoSaywmOmRPY97Gi2T3VwpEBREmXe7U7xMGW5evsymzwajS0zEkD8/78+dg6enJwDR0dF8WLkKaquFGt268fnkya/8fP6Ih4cHwfXqcf/8BUJFh56IoUjhnO/nsPz56fHttzy4e5fVbdvRNiYWCzAzK4PhHp74ZK+L3c0mfO0Z9FEaGCDa2SmoaSRZATArFBQXHQLrNTMymTduHFenz0ASBAp270aTbt2eGJeLiwvVv/+OI+90oWO2oej0xk2cbNGCyvXqAaDT6ZgwbMBruQ/SE68IVK5Qlu8GOtN+4tacVxUqDQqVmsQM0xM1gvy8sT9wZDQAMKfGo3b1fuXUWI3q1mTOlqkYQh26IdrY07To2jFXmVIlS9C21BE2nj2BTaGmgo+N97t+hSRJfD52MifvpKNRSPRoVoVOrd+ia/sWdG3/tN5kZGRk/h3k+dSjfPnyjh9wQaBBgwa5DkzsdjtRUVE0/QsXRDL/XY6ePMPoX34nTXQiQG1k+oiPCAsN+UfHJAGi3YY1Mxm1iyfSkyufvwSDwcCIST+TmCUS7qNj1KA+L3V4aTQasVgsL3VAsHL9ViZvPIvBtSyZVw/hEloMJ998BDg9me7oaew5dBJD4l2cAx0C2abUOAyxt0gCnAMKkO5VhXlLVtHv/W4onD3w9CyNZ8FKGJOiid7+M0o3P1wCCmBIvE1wzQ4AeBauwv2DS9G6+WHVp2LXWpg2dzEZegMHTflR+rqSDHw1dSmbZ4/B2dmZrz55n8TRP3LmVjIxMQ9wLVyDIcvP0+bcFb74+H3sdjv6xyMWFEr01ifnU7xQfhTOnnjXcKSROv/gBAu+ak3BAhFPlNXr9SxZvR6dRsM77VuxbM1mZh54gORTEEWplmTevYhPyToAOPvlw2p+FI0gSZJjU6R49Xyw+fNH0LdRUZbuPopdEqhbIpB2LZo9UW76mCH8+MuvJKY/4MG+ObSxG0GjoYxGwwKlkq+WL8dms6FUKnM2NdNHjyZ68hSu6rNwERRkiiIJFjOjPDzZYjRy2Wah9+ivcXd3z+mn+fvvc75UKfYfPEjZOnWInTMX+917OSKFZi/PnLKdpkxm6cf9cYqNwRgSSvcpk1/5PuQFrVbLp7/++twyR0Z/Q4fo+wDUz8zihwB/bkpg06gI69mT/AUKPLf+i7h56RJ3hwyleXoGALuuXiVwze/Uav4WC2bMpMO9ewiCwIbAAFp2cPwvCILAgLlzuXT+PFaLhSEVK/5lgusyMjIyrxt5fyHzX+fm4iW8nZkFgkB5k5n1q1bBX2jUuHzmDAnDh9M826lk1/XrhBQuTHjBgn9Jf3a7nfhLl4i127EhccBsxj0sHx9Nn86hlSvZtGULGSmpFLgdxe1r1yhQrFiu+nfu3KHYnbs5jh3VFEr2WC3UVzsOto9bzHQWtPgvmI+m27vMTU/DRVCw22iknk7HWasFL4UCc5aexRMmkHLkKAVTUthqFwlQKqip1RF/Owqr1UpGRgbLh36OOiUFdamSvDt6dI7BZ8ZHHxG7fiOBksTvKiU2Jyeu2O2cKluG/l9+gSEri+8qVKCgwUyWJNLcyZnjt27mzCMqKoqSZ8+hEwRu222UUzxaq+UTBEo2a0rPx4wTmwYPpsPFSwDYYuNYOnQoH82eTVZWFp8XL8EUN3d0Wiemz1/AGIuV4TNnvLZn1uGzz1itUHDx9BlsPt70eSy6+SEh4eG0Xb2KnXPnEpeYiMviJTkGDYAApYpk0Y5CJZAPkZ+rtGf3iZWUzkzjj4mK7bciaZFt4Dk8ZizXy5WjaOnSpKWlsWToUNRJyahLliC4XDnqiRJkd1PRYGTn/v05Ro3XhSAINC4Twvrb9xA8QtDEnaPLew49xAIFClBAEcd9W34UKg2p14/hpHOmSskn9wDvdW7LmasTOBltJzM9FbOowD28FHazgYK+Txf5fh6+vr7MGNqNWUs3IgkCXXo3pWjhJ/9vv+zfi/5ZWVgsFry9HVkK5vy2gr1pgShDSmAEpm0+RYNaVfD7k05jMjIyMv80eT4NbZUdEnju3DmaNGmSK8+4RqMhIiKCtm3bvvYByvzzGI1Gbty4SXBw0D/ywzd+wQbSQhwHv3GSxLfTf2P29/9seGSdUvnYv2gNTiHFSY88Tblinn9LvwO/mcJZZSkUOg1XkvVYJ8zg+6/y5pEyZe4SVh65iV2hpbSXjZ+//ypPh58Ltx5HDKmODtD5hJB1cgWlXJMYPazvC+sC2BUKNB5+JJzdjkKlRh93G62Pwyil0OgQFAps2WLGJcK8uRSZgtLVG513MH4+XqTb1SDZ0fmEIIp2lIDWww+tmy8+peuhUKq5vXkaE5buwm7Sk69Rr5y+U0WnnAgftVpNbFwcCUYNTqGlSDq/i9B63dhy5jxDRRGr1UqIxkSkMZPMuxfAmEGF1lWemM/WPQfI9CuX8+VpDqrI+m17GPRRz1zlMjMz6TRwLAl+1RFtFrYeGQ1qZyQfh9ihc0B+Mu45NiuSJJFy+QB9FowGYPLs31h37BYiAvWK+/HNkEeb24yMDD79dhqxWRLeOpHxg3sRGhLMs+jeoSXdO7R87jNSq9V8/rHjvg1cMJXrVitF1WpuWa0kK5VsnDuX+MNHED096TLmW1xcXJCuXuWGzcoQNw+U2V5pqaKdC1YrXV1d2WkyoXyKvkrZqlUpW9XhjRdSsCDz4+Nwv30bg48v9b/9JqdcQFAQA39fnXN96dQp1o0ejahS0+rLL/D7Q4qSP8O1CxfY+/14VBYLQW82o3nPnk8tp8nIyPlbIQiUKlaU95ctyzmQ+7Mc27aNumnpkN1WzeQUTuzcSYePPqLjyuVs+fEnBFGkSZ8Pc6WVEgSB0uXK/en+ZWRkZP5u5P2FzH+eh7nvJQm1ICAJr+7MkhdO79xJ/fSMnH6rJ6dweu/ePBk19Ho9K8aMgawsSrRoQbVGjV5YZ+2cOXS+fAWv7DXhBauVhPd7EBQURHDhwjhF3qa80QQxsay8FUnvXTtyReYHBwezL8CPMonJAPhpNKwK9CclMgq7ABXUGtJVagKCggirWxvz+o1kIbHNaGCP2URljQa9JFFFo+XnOXOZoFSh1DoOlFcY9KzMyqLAsWNMbN0alUJJp1OnUQoCycdPsEStptvIkQC8M3YsH23bjjojA01AGIOXLcViMjG4ZEnUajWurq5EVK1G6+MncqKMzT6+OfNwc3Mj1ckJUW8g2mbnls1K+eyIg7tKBf5lcqeg1SUl5/ytEgRUiUkATBg+nA+dnbO1LOBjVzcGLFsGr9GoIQgC7Z8jSv6Q0IgIeowZw6LJU6js7MJ6o4GWTs7YJImVBj2fuLljkyQy3LU0qZ6PtEtaMjJFDKLEHqOR8lotm21Wqj/mwFU+I5MLR49StHRp5vXqRbsjx1AJAinHjrOzXVsCPD0IyMwC4KZaTb6yr56693kM+7Q3lXbv48qN27zZvWOO8UCpVPLbpGGMnvQzh85cobivN83rVaFruye1TxQKBdPHfEFmZiaiKDLx5994kHaREG8dowb2f6VxFS9amKmjByFJEl99P40vft6IUhDp/EYZenVpl1Puj5qAd2OTUbo8+h/P0vhyL/q+bNSQkZH515Nno8aoUaMAiIiIoGPHjrny0Mv8/yXy9h0+GjuHOE0ortYUPmpWli5tm7+44mtEb3908C4IAnr7X7vYT0lJYe3mnQT6+/Bm4wZPPaw8cvkO/tXbIwgC7uGliYk/8peO6SH30u0o/B0LYJXOhcgkY97q3bvH4uMPUIY5Ui2dM2Uya+EyPn6/K1FRUdy7H0OlCuWemt7LKuW+3+VLFWPehKF5HnP3di1YtW8sbuXewm41QfJtvMs1RqHSkHhhNyGqTHp+MQGAwX17IM6Yz5X7D7h88TzKYo0I9gom8fwu3CPKkHRoMaKgwi6oUDl7oFCqyYy+gl+ZBriFlSD5ygHM6Ylk3DmPKS0eISOWcxcbU7NaFc6dO8elTDd8SztCdl3DSvDgwFLcfYKo3bIbcXYPJJUG45lFhNbvgd1mZem6TaRnZNKyaX2KFy0MQKGIMIRDZ0Dr8MgRs5KICA18Yt5zfltFYmAtlEo1So2Oa9ZC+KdcBLdHZezGTO7tmofNZKBggAv58+fn7LkLLDmTgjI7j+u2mFjKbdxKm7cdERZfTviZy7ryCM5KUiSJzyfOZcnkkS98Dtdu3GLMz8sx2JUUC3JlzNB+T40C8Q0LY/3JU0hIOCkU4OSM27djqGCzY5EkZt69w5A1a9DqDRRRaXKiLARBIJ9KzRWrhVi7HatKSU1fXxZPmgQStOrz4RMLbB8fH4Zs2IDNZntuxNGNS5c43vN9mianIEoS80+fov+2bTmi4g9ZOm4cKWvWgiAQ0LED7bNFKp+FJEnMGTaMBwsW0jvbY+7CmbMc9PendvMnv+fMpUph3L0HJ4WCKKUCz2rV8hRJc/H4cXaPHIUuPQNLqRL0nTULtVpNYkIC239dhIu3Fy3ee48iFStyVaullMUCwBUnHUUqOnLxhuTLxweTf3phXzIyMjL/JuT9hczfSVZWFou/+gpVSioelSvR7pNPXotTwp/Bq3Ejph46RLgoEo1Aofr1/9L+ilSqxOXH1hqXXF0olr3WeB6iKDK1Y0c6nTmHRhA4un0nR6dPpfoLtMT0ycl4PpYQKkChYM+iRWx0dibp5k0aGx+l7Sl9O5Kb169TrkKFnNc8PDwIHTiQ70eMxN1mx1yyODVr1ODu7Dk4G4xcEEWULd+mZdGiBNtFmj0WITzbaiXIbqewWs2v+iwKCgJKt0fvqwE/lYozFjP3du+mpIcnSqWKAyYTSaJI1OIlvPHuu4SGhzO8Rk2+NZlx0urIjItnZteuTD11KtdcK/T+gEmnT+NhNpPg68PXk354NO+AAJTvvcvEH3+kg0qNBpiERKHixXGrV5duPXPnMTYVLID1QQxqQSBVElEXd0Sw3L91C/1jKQKsgDV7DXvxxAkOTpqE0mol9O23eavHn8+NvGv5cm6tWIGkUFK+z4dPNWQVr1KZm0BptZrfDXoSRBFr+XLsdnbBFBjIpJ9+ZPDYaaTgyjQXNwRB4JbVwkBRiU3rQrApLaetkx7uVK1dGwCnyCiHWDngLQi4xcbgN2wYa+fNQ2mz4/5mU7o8Q4tDFEUWrVhDcmoGHVs2fa4D2LNo0qAeTRrUe+J1FxcXJox8/h7jcdzcHJu/MZ8/P2Xzy7Bk1Tp2JXqjDC0KwJy952lY8w4Rz9DSq1WhJLvWXgJfR6pcf8t9ihXt+trGIyMjI/NP8dJJt999910ALBYLCQkJiNkiXQ/Jly/f06rJ/I+RnJzMpDnLsIoS7ZvUzqUb8Dg/zFtFWkhtnAQBOwWYv+Uw77R562/dABTyVnHKYkSpccKelUTpCO+/rK/o+w/oOXImaQFVEE9Fs+PwRKZ88+QBvllU5roHJvHvSffioRFJzf5bkkQ8NXnLe/UgJg6LxpuHGWiVOjcS0xKZMncJi4/FYHXyxX/hFuaM6kN4vrBcdasX8mFbbAIKN39IjqRxnaIv7G/BsjUcuRSFTinh7aLG7lOY9It7MKY8wKdYfRQqh2HGr0wDamqv5iz2UlJSSM3Qo5Us6LUBePg4xuJXrjHC+eW4efniWsmR+FMfe4v7+5dgSo3Bs0AFBKUK7+K1uLt9Ns6BhfApXhMnv3A+nLqF7zOysBszUbs/8u5XqnWINhsWER7YPAis0pLkywcIa/QBCpWGlGs7sYXWZe6BSOZv/Z4OdUox5quB1KpelbePnWPbhaMgKKlb0I3Wbz+Z+1UQIFdeMlGiUYVCbDh/nEy3AhhjroKgwCWoMDZTFglKJYXf6ISfuxap6NuP2nEL5Mbtu2zftReARIOI4KbM7kMg2fzi/0VJkhj8wwKSghwRT9Ep6XjOWsjQfk9GJJiNBoa4uyMIAndtNjbabRTOjqTRCALul68ysXVrHly+hIf4f+yddYAUdfvAPzOzvXvdd9zB0d3dJaAIEoIgAkoYKCICioqYiIWFSCoqId3d3Q1H13X3be/O/P7Y8+AEVF7z/b37+Qdm9zvfeSZ27nm+T7mxyjJ6UcSpKJgVGYMoYkfB7nLzZavWvFxsaH21cSMvrV1T4oiw2WwkJiYSERGByWTC7XYz66WX4OQpnD4+tJ34JrWbeZxwB5YspUt2DuDJkGh16QonDh6kZYcOJXIf2LqV4JmzaeN0kul2s2Tyh2SazTz35pv3fF8t/vgTfObMoTUiFMtZ225ny969tHr4YY7t2sXZ7dsJqViRroMGMeLbOSx4+23c6emENGpEn+d+O1tJURQ2jxlH/xs3ACiKj+eL51/AFBHB9aXLeCEvjwJF4bNt2xizYAHLRjzHqhXLQRAJ7/cYdZvcvca0Fy9evPx/wmtf/G+Rn5+PSqX623vlzRj8JL0PHkIjCMTv3sMyRaHPSy/9rTL8krTt23nxth4Ry06d/EuP17RDB5Y8/xyrV65CEQWiBwyger16v7lfSkoKlc7Fofk5w8NsZvPateQkJ5O6ew8uXx8ef//9UmVHATo+8QQrVq6kZ0oaMrDeamV4ShpXP/yY7K4PkgH8rJ0nBAdTJ7q0HaIoCifnfMsrLjeiIBB3No7zp8/wtFoDJhPrDDoeefNNAJw+JmRFQSyW0b9SRfampZGTm0eoJFGu2IFRX6PFIsvkyQqVVCJBksSTJh/mmYs4rNHiL4q01ulQiswsHDSYl7ZuISI3B72kBsBHFAlKSy8lp8vl4sikyYx1yzgkFUvS0vlw6FAeeuEFatWrR1hYGJXbtCHi62nEihKxKjX1FYV9Hdoz8LXX7rjew2bPZt64V1BnZqKqWgXfsDDm9OuP4cRJZhQWMtJHwFcU+aaokPcP7CcvL4/dI0bQM9Uj15nTZzgQEVGqX0paWho2m42yZcv+Llv+1MGDFLz1Nt2KzABsunyZMuvXUeYX7+NjCxaicrs47lJAgZyoSL7Zs6fk+4VLV3GayjQz55Yct6JaQzVjCAd7T+TjrTPZa87BrSi4alelf9WqzBo3joy0NBZardTVqKmkUuMKCaHTwCfoNPDXF+MVReHZ8R9wUqmEqI9g/ZvTmT1h6F1LBf+3ciM5HckntmTbYQzn8tV7OzW6dGxDdn4B246dRYWb0WMH3tf7Ny8vj4yMDMqVK4emOMPIixcvXv4N3LdT48qVKwwZMoQDB0pHpv/c4M/tdv9pwnn5a7DZbAx+9VMyI1ohiBKHZm5g6kg1dWvVuGOsE7Gk4ZkgCDiR7tnM8a/iy3fG8MHUb0nPt1G9WggvDB36lx1rxoKVFJRphSQISJpI9iVnk5SURJkyZUqNa1I1ikunkxD9y+C2FlAzwnCPGf9c3nlhAK9/8SPZdpFwg8ykCb8v4qNunVpEzllFjhKFIIhIaafp8lB7xs1YixTTHAnID4jg87nL+OKt0aWPOXYElZet5krCdZq3qUnn9q1/9VgLV6xj+sFsxICaKIpM3raF+DcbgC6iCrbcVBy5ngbHloybFCWeZ6cBPp/1IyMGP8bg8Z+SGd4KQSchq/djybiJIbQcoGAtzEeOaVFyHGNERdJPbqRC95cRRInUgysoSrrocZjIzuL9wFSpGUu3H2P6Wy8w5oshGMPLI4gS2XG7Uel90AZG4raZb52AoiC7XQiSiqKEswRWa4lK78P6lCSCZ8/jpeEDmTj6GV6x2VAUBb3+liF6Owa9jvTDKwlp8DCyy076waWsza+DzekkyraX3t3b8cGiAty2IsIaPOQ5tOwm5ehaVBf3E1zPY4So006z53oCi697oleVC6fRNKyOqNaiyG7Cf8ejZ7VayXbdklPS+3E9LfmOcUVFRZTPzS/5fZdVqbC63CUlEQASCgt49pAntX6DKPJaXi5V1WoEwCCK2GSZYSYftttsPC6IaIv3e/T8BTbMm8ejzzzD5XPnWPfMM1S6Gc8qnY7CyAjyzRaGpaURWFx2YdGYsdTctxdRFNGHBJOnKPgXz5Wm11EjsnTE1bVTp2njcJDsdrPXYecZvYGMGTP5KjGRF2fNuus7qygujiaiigMOO1XVzM38jgABAABJREFUHkM1VRAIqFCB7UuXUvDGBDqZLSSJInPOxTH8k48ZMnnyXa+xoii4XC7UxfPcfu0DsjJLti+5nPisW8eDCJxzONgiyzyk11Nz914unD9P33FjOdKkMTfOn6dKy5bIsnzPbJBzx45x4JvpgEKT4cOp06zZXcd58eLFy78dr33xv4Esy0x95hn8d+/BLkkY+vfjiYm/nW36Zx3beOlSyaJ8WVnm/NFjv7HXHyMnJ4cNc+di8PWl+1NP3TUrVZdf8KvbfwV9x46FsWPvax9fX19yjEbIywfArihcS0ggZu16HnQ6cSoK02/c4NW1a0vtF1W2LN0WLmTWuHEYdu2mp8GAURSpY7ORHhzMwV49YP8BnFot1Z9//o5yONnZ2URduoRY3EOjhiRx0W6D4u3aBUVcjYsjPDycR956i7e3biW2oJAcSaLuo72Rd++h85GjrLBaaKHVcdhuZ4XFwkWng1pqDQftdgIlkUN2Ow/q9fxQVMS7/gGAJ3io6rVrJCQkkKXRQfF7SFEUsg2l9f+MjAzKJifjUhR+NBfRQqPlxL79qI4cY52/P1FvvI5v2RjUtwU8qQDZdfd3m4+PDyNmTAdg7Zw5+L37Pk3dbjoj8I1GzRd5ebhFgejoMtSsWZMj+/ZRNzEZip+x2jY7W/bsLXFqzH3tdTRLlmBwuljSrCkvL5j/m30ZT2/fQYfifi8ATbKyObVnL2WeGFBqnJSczEP6WwbJGpNPqe9z8goQtAEUWIso0qowiSIWWeayfwSSRoc1phZnarXH7bBRZtPHvNegIaobN3hSb0BtNDLDYeN4s6aUq1WL+Z9OofOggb9ahjYhIYHjeUbUEf4AmMu0YM6SdUwe/+dkSuzYe5At+08QYNQy+plBf9si/7wlq7h0M4X61SvQoXlDNn6/Dzm0GgCu+KMkpf96puOA3t0Y0Lvbr465GwtXrOOb9ScwqwKIlNOY8dZf3990/ebtnL10jXbNGtKkUf3f3sGLFy//s9y3U+PJJ59EpVKxbt06IiIi/vGUXS/3z6nTZ0nSVUBXHJnsjGjAqi177urUaFmzHNvm/ITKLwyXrYgmMfo/1Lj4P0Gj0fD2mN/Xv+GP8su8B0EQ7ogWBHhhyOMELF/LyYuXiYr05cVho+8Y81dQpVIFlk9757730+v1fPf+KD6dvRA3Ej0HtaFOreq4hY0lYwRBwKXc+XsWBIEn+vT43cc6dPYqYkC14n1FpJCKuKwFqA1+6AIiUC5vxy5BTvx5tL6hZLlUTN9wBlthPkmqsuhECbfThqMoD1t+JgXxZ3Baigis2hlLQhy+ZWsB4CjKRecfgSBKFCVfwlSmKj7R1QFIPbSilEwiYDAY2DXvUwaPfgeHIuJKvIk+piEokHftGL7l6uBfuTEpB5cR1rAbisuFqNai0nsUc21QGY5ePl0y52+VyIhPzyW08SPkXz+JbLehCYzBEtUESa0j3VZIntlMVGggSXn2W9dalFAZfDGGV0QVt5IaVSsRHC2wKb81WqO/57xrPERY8lZ0AZEE6gU+/B2OLb1eT6Bk5efqvG5bIWXL+Nwxzmg0khMUCEWeWrVmWaZy504svXyFwMuXKfDzQ7RYEHM8+UJdDUbsCLTSapllNdPdYGRvUaGn9q8AjtsMN7uisHP2HJp16cLWSZN47GYCIFDfZuens3EYFYXA28pThWdkkpubS1BQEI+OGMEXR44QeeAgVpUKdf/+VKlWrZTszbo+xO7vfyAnJZnH9AYEQSASgYht20lJSSEq6k7lW4yKRCsIBIoiiyxmrGoNwU8M4Jnhw5nT/3EeMlsAiHK72b5pE+ljxxAWFnbHPOu//ZZr30xH67Bja9KEF2bOLOlXYzAYyI6ORok7jyAIXHC5eELjqStdV6vlqsXjUDMLsGbSJFacOIk1PY1uWj0rHHbm1anNm+vW3VG6KzkhgX3Dn6ZbhsdhsvH4SQJWLCPmL2r0+Wfxc+NfX19fQv/EvihevHj578ZrX/xvsPrbb2mzYRM/L1sf+3YucY88Qo2/qC7+7YiiiDUgAHLzAE8PC6e//192vMyMDL7v0YM+NxMoQmHKlq2MW7zoDjtKqVGD/AsX8RME8hUFpUb1v0ymP4Kvry9hzz/PumnTCLJYuFqzBtEBAVRzOgFQCwLhl69QUFBwR7ZGucqVGfrFF+x5qCsBxQ3K47QaKjZqRKsHH7wjYM7pdLJr/QbUGjVN27cn0e321IrCo5um36ZfnokIo3fx87NtzhxesjvxK858+Wn5SgYuXcyiMWNIOHWGddlZFLqc5MsyyS4XHXV6uhVnEJ9w2LEpCgKQJ8v4F9+nlKAg2oaG0ve7OXzy5JOE2eyk6PXEdu/OJx0f4NTZswQ4negMBvQaDTqng/Y6HUcdDgYYPbpbJbOZ5TNmMGLvHj5t2pSQw0fQCQKLY2MZNsJj416/fJlzhw5Tu3kzwqKiWDlzJopbpvvTw7myaROPFTtUREGgnKTmiWAf/EWRXIuNhZMm8cDTT7MpKJDYYqdYoigSVtWTXX/h3DkCFyygodtj01bds5dl06bRb9Sv92WMrV+PixpNyT2OM5moX//OrB6lXDksh49gEEVkRSHBaGT6gCdQuV2U792bfj27smrcp4T4BLA+P4PzWhM3KzajoO1gis7uRB9cFoCwzdOYkh6PVhAo1OlZZbXQx2CktsHIRVmm+rvv4ycIfPfTTzyxaiVRv8jq+RlJkhBk1+0SIv7KnxSXy8XMHxaRU1BEr87tqFH93lUJNm7bzXvLTyKHVsOdZ+H8q5P44fP7t81/L2fPXWDt9r2cOhPHDZ/6SH4V2LIlgcH1cni1W00+/n4lKUXgG1uPmUcKKbTMY9TwOysI/KcoisKcdYdxRbdEC2Qplfho1k98/e79OUXvh0+mf8+yiy4E/7Ks+W4PL6dl8Gi3Lr+9oxcvXv4nuW+nxqlTpzh+/DhVq1b9K+Tx8jcQGhKEyp4HeBQBl92Mv+nu0eanL8cT2qwPouR5VMxp+/4mKf8Znun/CIffnkFhZDNkSx5NQhxE30NhGtC7GwPu+s2/k4jwMKa8Wdr5Ui9cxVFLHpLBH1XaaXo/0eoPHyfIpMWdZUPSeBb9/UULpuwT5OSH4evO4eOJI8nJSGH0nFRC6nrq8JpTr3Dw1Hm0Wo9SmxO3h5C6D5SUqUo7sgZjWCw5cbtJ3rcIrV8oLksh2oAIAGw5yQTXulWDWNIYybtyFFN0dfIv7adME889LFOmDNuXziY3N5dOo75EivVEtvtEVyN31ywCQiPp3awydWsobLeI7L+WXzKnoijkZ2fc87xzc3MZ//FMsq0Q4SvRuEZFth3IwhRVhazT2zBGVibnwj60fuH4lq1JYnoivu5s7LkFyC4HokqDLScFUaPHnnGDQL0Js82JEXfJdQCQtCZ6dGzJ0IGP/e57IggCH48exPuzlmB2S1QJ1fPKiBfvGJeVlc220ArEpeYQ5rSRXy6CinFx+Njs2Lt2ZdQnHzN10GCcO3aiFgRsisINlwsFhVAEdrduRcHGDWS73bTR6vjOXERnrQ4R2Gy3MS45haWjRmH4RRNMm6JwzumgndNJVHGmw3mdFse0bxAE6P7887z8449kZGSg1Wrxv8siRMXq1cn8fAqLR4+G3Fv3zS2IJQ6GX/LEO+8wIyMTTdx5VP7+9HjvHWo2agTA1aQkVlgsKIpCgSIT43SyrXkLCrt149nbeltkZmaS/ukUehcb6bkbNrLsq694bPSt39oT333L8tdeQ1tQSGFCAhQ3ewRwKQrXgV1Bgby0ey96QUA2mFhgMTPEYGTxqdMsee99hnz0YSnZ969bR8f0jJLouQcyM9m7Zg0DRv8+B6vVamXBxImQmUlQo0b0GDHiL19ENJvNfNW3LzVPnSHHaEA3bCiPvfL7+/N48eLl/y9e++J/g/zUVG6Pw4+y20mLT/hbnBoArd55m8UT38KYm0tBpUo8M/mDv+xY66ZNo9/NBERBIACBBnv3cerYMeo3blxq3LDPprAgIADn9WuoYsszbOKbf5lMf5RHRjxH4cAnKCgooFdEBN+9+ip2RSnJys3z8blnSZuysbFEvfsOq2bPRnK5CX6kO50e9PSLu13/sNvtTOnVmweOH8cpiHzVuhWFZWNYeP0mOkEgx+3G1qQxy0WRK5cvUd7pYv4TA+ny4WQc8fH43TaXX2IC21atwp2QSAUUzgGvGowIgsD0wgLq3xZhX1Ot4YeiQnJcLr4uLCBGUpGn11Kmc2d8fX1p3rEjzZOSAJj93vsUffElzVUqHpNU/GCzM0SB2Tk5bIqOpnt6OmpK61Qqmx1JkhizdAkrZ8/GYbYwfOgQAgMD2bZoEelvv0Pd/AJ2+PpyyWRkeGoaEvDCN9NQZ+ewUhB4RG9AFASSUfARBHJlmRMOO4eWLsVeWETAiyNZ8dMi1A4H2vbt6NenD/u2byf+xg1i7Y6SLA5fUcSWk/Ob97v1Qw+xeMRzrF69GkWSKDd4EJWq3+l0e/KjD/nO5US8co08XxNhV67S/fIVAI6cOMnN2bOYN/klHm+/hQ52PZ1wMS7jJo6Vk3k+N4XVpmBizDlEWvLQFj8/PqKIVHwNjwUG0OrIEYKKHU0DUtN4pkd/vlm1iLDQEDQaDZfOnGHbe++hMVvQNW1CmxgTuzLiQR9AcPYJXpx8d/1YURSefnUSZ1U1kHQhbP18GVNGPEyjend/J23af6okO0LSGriUpaOgoACVSsWKdZsw6HX06NrlV4NAd+09wJUbCTzUsQ1RkRGlvnO73Rw4fAS1pMLukpnw406c4fVw+OjJu3ac0PoPIgbEsOfsKX7o35OPv1uOb2wD9MEeW3f/hZP8uqvq/nC73dhvWzIUBAHnX1x2e9vpBIQwT/ldObQaq/ec9jo1vHjxck/u26lRvXp1srKyfnugl38t5cuX59E6gaw6cRSXpKe6sYDnh0y469g8m4KoufWYFDj//vJTfydlY6JZOHkUS9duIiw4kEcfGfD/9lwBvn7/VWbPW0xa1g0eeqQzjer/caNy/AtDuPn6R1xJlzGIbl4c1IXO7VqSlpZGaGgoGo2G0a+9jW/Z2iX7GCMqISVd5fEmUSw+eBgcllIL+Sq9J9Ipqs0T5J5cR1CxAyP30kHSj2/Anp9BxsnNGMJiMUVWRlSpENQaChPO4RNbnyX79xP1wyKeHdwPgBXrNpOVmY5UuB1BUhNUozU9H+7Mx6/dynp4akBfZnw3n6krViD7x2DNScUeEsHUOfMZOezOWq4vT5rGeX19BD+JBJcD8fwlBtQMY86KTUQ071/yHGWc2IivQcP+pLNQ51FMyjnSt06nfIUKOAoLCdIbyXZpSSgQSDTnorZkEhmQQmEFj+EXnHGAlOCyvPf5DIb260FkxJ1Nyu9GjepV+OmLXzeU3/v6e7Jr9yenzgDOuhy0/HEUfRMSAUi7fIUVZcsyZPo3/Dj6ZdzXr3Ps7Bk6a9S01elRFIUfr18jJiycvZlZyIABgelFBXQ3GHnSaEIlCOhS0wgc8DiXT5ygsstNhtuNXhQY7ePDTxYLsU4VFlkmU1AYPmMmIjBr8xaeW7+Oi4cPc/3oUcrWq0f7Xr3ukL9Zp06U3bSJhX368nB8AmmSRF7XhwgPv/s10mg0vPjtnDs+Xzt7Nh3jE6huMLDRaqGZWk+kSgU2O5eWL2f/w11p0bEjAKmpqUTn5kGx4yRAELGkpJaaLzI6mpHz5wNwcMsWtr88hpY5uZzXakho2JrAzp2ptWET+mxPBowoCBgFT+k/lSBAUeEdMsZUq8Z1tZoaLk8k2g2VRPR9LAZ+89RT9NizD50gcHP7TpY5nX95XfElkz/ksZOnPYsfZgtb53xH9tChBAUF/aXH9eLFy78fr33x30/cyZOc3ruXeq1bU61u3buOadm7N9O+/Y7wggKcikJWTDSvtW3zt8nYqH17GrVvj8vl+s3SO38UQZKQ8WQLA7hEEekux1SpVAx+5+2/VJY/Ex8fn5JeeI+/8w5fX71G4IWLFPr4UP+N1+4ZSALQvk8f2vfp86vzr5o9h0dPnMRYHFAn7dnLtTffIHPrNqScbIKrVuO1qV/x3dixjD57Dq0jH/LyWTx2HFFdOpO+ZSthimexOjk3j/IT3yJIlqmkUhPpdnMdOO5wIAHrrRYeMXgW0Vdbrex0OnnCYOQhgwGXLPODxUyVRYuY7+vDExM8tvLRnbsomj6djmo1cS4nN1wuQiURu6LQT29gYaNGnEdBWL2Gw3YbTbQ60gUQWrdEEATUajV9R4wodc6XvvuOHoVFIIposrIYkJ+PXpLYZrPS3+mkltFEpsvF5IJ8gjUacqOiOJ2ezk2Xi1pqDflJyUR9/z1HY2MJe6AjWp2ONk88wZddH6ZN3Hk0KollJiMvWW1IgsDakGA69e//u+73Y6+Mg1fG/eoYrVbLc19/DcDuTZvQDX6qxIHS2Gxhy7btNGzThq+XL+TZl97BVuRECI+iQ24cnXOd2LOu85jByPzbaibIisI1P19WNKhPu0GDsD8/sqRXoQwUmWJ4eNh4TFFV0GOj/JkdvJ3qcToln4vDNP4VurWrQXpmNg92fO2O7KGfSU9P52yBESnS80w7IhuyZOOeuzo1Ll6+yv4jJ5DqV0IornihdltxuVwMGPMBqQENUZw5rNnxLt9NmXhXx8a7n89k7TUFfCNYsGcmX47qQ53iahlOp5Mnx7xLnFwWZBkp8SDq+h7bVeMXiqQzlgTCKQ4znQaNwRzeCEdhFhknNhHd4Sk0wp0VJv4IKpWKWqFqjtuLkLQmyLpCh06/3V/zjyD+onaGcEctDS9evHi5xX1rcx999BGvvPIKH3zwAbVq1bqjfvi9/mB4+Xcx/oUhPJObi9Vq/dU0/+rRAZy9lo3KFITsdhHjy//rRX6AsLBQXhg26J8W4z+mqKiID76eS6FNpmXdSjzW46F7jhVFkWcG/z6l9vei1WqZO2Uibre7lGHzc8bLh1PnsDM3FHPm1ZKoEntuKkUWOxcT0pk89AE27DzAjoJCJL0PiiJDXiIknyCEPFDyyTi1GY0pCN/wclzftgtTZGUCq7XAlpNCwrZvURxFlH3oVpxKoT6Qbw9nExq0mV37D7HhfAFhjXsAYM1KpPDkWrq+eitV12w2s2zNRoKD/KleoQzXpFh8Y+shiBKbTxxh5F3OO80MgtFzvqJKQ0qBiy+HD+TguZvcvO03o1OJ1NalcbLmI0iihF9sHUyRlRhUy8lTA/ry1kdfMP9QMiF1PIvm5tRr1AnJIjoqA5fbza5kmbV55RBEFbvemMr8D14kIvzOkkj/CRangKD2KODOolwaOGyg8pxTOHD6ymV8fHx4fs5sAL56YSRtV64CPO+F1vGJ7HygI423baOCILLeZsVPp6euWoNKEHArCpboaB598UVm5OWzf8oUwiVVSbmo8io1vQwGVlktjHYrqIuNgT7Xb/Dh0GG0P36CTg4Hl9ULWHz9Oo/dpR50ZHQ0QzasZ/fKlQSXKcOznTrd1zU4deAAe774gqiiQiJ1euwKhN32HIe73FxJvtWPpHLlymyuVJFq164jCAJHDQaqdXrgnvM369SJ8BXLObR5C1f376Pt/oMYjxxlpclIJ0VBU9zDqEiWWWWxoPL1pUrXrnfM07RdO+Y99SRXV6xAUBR03bvxVHHE42+hKAr68xfQFT+X5WSZC4cP/95L9B8jFxWWRHMCBFitFBQUeJ0aXrx48doX/+Vs+vFHCt+fRLMiM8emfUPixDfpNODOfOb0xESaCgINiheSl/zKAvhfyV/t0ADoOWoU3+zYSbdLl8gXRM536kjn39GQ+78Jg8HAKytXYLVa0el0f4qN6HLYPQEdxWgUhYDgYB5fWbq0rPPGzVI6hePcWbIKCtgTFERwQQGm3Dwe0uuJUqlYYjETJIrsszpJku1UUqsJllSkupy8bbfittmJEAVqSRIPFvfKU4kibbQ6zFYbid//gPs1j8Nm35Qp9BVEkKCVJLHEYsahKGiAA04H9R7oiGw2Ex8RQZpazUazmcCKFXn26afvec7i7X02BPi5MG2BrNBR5wnyClGpqKZWowsLo++PP7CgRy9eKC5JVUmt5v38XLTnz1Pj+nXMisIX337H0zY7/ioVMUCew8GH5WIwqTX0//gjyv9FWXGSRsM5UeTnbpSJokho5UoA1KhWhQ3LZnL67DnKlyuLWqXivZ49aXrxMgDttDrmmYtwajQYW7ZgwsyZBIeEoCgKU9etx3fNOkJFgU+NIRQ17on5yhEM0Y0xA6euXkNWEhEFgShZ5sTJUyQdPowmKZm5yxbzxFdfEhQcfIe8Wq0WSb5VClhRZCThzkV0u93OSx/PhRrdSD+6FmNUFTS2bIY+VIe5i1aSHtYSlaRG0RrYdSyDfi+8SYdmdXj6iT4lvwuHw8Hms6lI0Z5KAbaoZsxetpmvi50aPy5awSVdHXTFpY/Tbpwm7LZgUsVuxpaVSLA7Ax8fmfgqXdGJErqgKGSXk5zdc3jxiz/WoygxMZHEpBTq1K6J0WjE4XDw+Vujmf7DYjLy0mjdsyYPdWz7h47xW/RrV4fpO87i9I3BmHeFoU92+EuP58WLl/9u7luj61gcndqhQ+mXi7eR338fAQEBBAQE/OqYsc89hTjjB+ISz+GnFXj3vTF/k3T/PhwOB2lpaYSFhaHVav9pce7JsPEfct2/KaKk5si2G8jKOvr3fPgvP64sy7z3xSwupRTgq1Z4d/QQQkND7hi3/3wS+vBmOO1WMk5uxm03o3Fb0DQfwElB4MLcLfwwcQiaRWu4mnEdX43Cu4u+QKfV8soH08gIbkqo1oA9K4GQ9P0k+gQR3rQXgiBgiqyMLTeFwqRL5F8/iV/5erjtFpxFuSjl6zH2g69RRdfHFFOzRB59cDTVNfG0aeFJcy0sLKT/6EmkBTVCcebjvBqPoeGtUgH3ihYJ0snkFL8HFdlNiEHA6XRy+eoVnGWCMIZXwGU3U0ZnpU3TVpw4aqMg+RKOwmwEUUSqXZ+REz/hwOFjmCreWhQ3RlTA6cxj9HND2LR1BwuvaNFKnsWeojIt+WHJasa/eG9D6X5oVqMsZw8nIgREI+oMHHW5aKuScCoK881FKEePMfe11+n47DOsnjiR/LjzLLRa6K/TIwgCCT5Guo56kRUJCey/eo2ckBDKdHqAqdt3EGCzo6tTm6eLmx4OGP0S369bx4PJKQCclCQSIsJZo9NxNTSExqfP8vMSlkVRsF6+RHWHA4DKTifHV61mZUAAkRUq0KRt21LnERgYSM+hQ+/7/OOOHeP008/wUl4Bbr2B781FdNbp+d7pYEhxQ8qN5coypHv3kn10Oh2PL5jP/FfHk37mNEHhEfgV/HqTz9jKlSkym/H96GPqKgqIEmEFRUwtV5ZKOh3xdhvZKhVVy5enab9+NH7gAa5cuUJISEip0lsD334L95sTUBTldy/QZGdns/rTT7lQUEADl4syKhVuRcHxNywYNujThx1bt9E+Lx+bonC+Tm0ejon5y4/rxYuXfz9e++K/mxsLFtDdbAFBoHmRmdXz5t/VqXF59x46OW/Vum+QksrFM2do3LLl3ynu34Kfnx8vrl/HzlWrMPn7M/qhh/7fBobp9XcvY/yf0H34cL5evYZ+V67iVhQ21q3NmEceKTXm9KFDHNizl9Y6HcHFekyS2UylK1coryhc9PXl7dvKYAkKGAWBONnFcwYT0Wq1J3jEKpPtctFYpSJAFLnpcrHQbGZAcR+zdNlNtKRCnZXF1Kef5okPPyT9+HEQbznjst1ucmSZ6XYb2q4PoZo9h54XLlIe2NKyOWMXLfrV7BWAiJ69OHP9M2pZrej8A/gpMIA+CYnky6Xfe9mKQqUBj1Ozfn1iypeHK54ST8cddoIEEa0oEipJ+Aki13Nz2SaKPFrsQAyy2el/9TplVCoWvfEGVdeu/VPvG0BaSgonXnmVQIedxW43VrUa3/79eOGJWxnuPj4+tGzerGQ7NjyC+HPnAYhSqWimaFkbFMibK245sQRB4IWZM2hw5gGEkJpINdvizE9H0t26x/bASGyKgkEQyATizp5lbGISKkFAvniJ+SNfZNRPC0vGW61WJnwynbRCF4aCm+SnGnBr/Ym0XmbM5DvXOxITE0mXwtDqfQht+DD2vDRaRtoZPuBRPv56DkJxad3Mk5sJrt2RBJ2Rb0+mYzb/yMvPDr410S/6V97+TjBbrIiaW44XU3R15AsbcUc3wZ5wikCVHX9XMq1rlCGnwIKg3HquVFoDDWpXwWK1M/aDqRhUIuOeG1SSVfV7mP79Ir7fF49NG0S4bTW1YgI5eLMIEGhXNYgP76PRutvtJiMjg6CgoPtupD74sR40qXuZM+cv06LxU0RFRd7X/l68ePnf4r6dGjt37vwr5PDyL0UQBMY89+Q/LcY/zqmzcYz7YiE5YiABch5vD3+Elk0b/tNi3UFhYSE3rQbEIM+itxAUy/7TF+jf868/9kfTvmNdagCSMRZFkXnh3aks+fpdioqK+HTGjxTZnIhOC5fOnsDUpApav1CsGTcR1TocokTGiY2IkhpLxk26PTuRGjFB/Dh1Mm63m8TEREyRkVzKdiJFeRr6aYNjCNBlIVxJKW0kKiBKEorsJvXQKhz56UR3HErmsXWIYdXwialJ/vXj6AI9ClJR8gWOp6fR5emJjHqsA2fiLnEhR0HIOYJK54NbH4ru5kHksJqo8+Pp27HuXc//k1ef4dWPZ5FtFwg3Cnw4YSSpqam4AyuSc/EAuZcOIkgaWrSuRb/e3Zk2/ynsEc0ILlcHW3Yy3/y0FrnOY1C7LEWXD5dksTjzUmje2uOE8TEZEZyWkmPKTjsG3d0dbIqiMOOHxZy8moKfTuStl4bd0Wz6lwwd8CgazRqOnL9I4r71dJUEfjKbue5y8qKPLz6JSRR+/wPvLV7EG1Y7KlEkRavjMxRiQ0KIGjqEPZ98yrNXryEIAnKRmWk/LeLV4vJUSzMy0Bc3ZPTx8aHDjOms/uQT1A4nEV0fYkj9+mz/4kvcJ0/wk1qFKT+fVjo9J1q3oqLVAsXlmRJcLsxXrlJtwkQSVSrmDnyCpz6Y9BtP6C0sFgtpaWlERUWVclAeWb6CTsUNRCVBoIVWxwp/P8o+1pcPFyxAtFoJMJlwFTdM/JngsDCElBRezs1HyCvg6PjXOWgy0axz53vKkJ+bi7/TWZKeHyRJOAR4bveuUuPSU1P5rFMnql++wq6AAKLHjaXL4FvG0W8ZyrdjNpuZ3bMXj1+9RifgW9mNUWvEXa0qwz747bri8VevsmXqVFAUOj7/PLFV7i/9vG6LFjBrJpuXL0cw+fDSa+PvS34vXrz8/8VrX/x3o/wi3uNeS/fBlSqSLIpEyZ4SKdcCA3mwYsW/Vrh/EKPRyMO/cO5YrVZ+evddlJxcynVoT4e+ff8h6f59XL9wgVVjxqItLOTD0BCa9HuM0aNGldLVFEXhk4EDeUWrZY/DAQ4Hxx02Our0tCtuEL7aZmOx0UBfu5N4SeJ6lcpsqlyJmJOnPCVDAZMo4lQUKisKA4sXfu2Kwlv5uex0OMh3u7DLMgoQKkmc37qNyTubkZGXx3aDgQ46PRccDpJ8fGgcVQZHpYqYKlem6ZZt3HS7CZckWuzdx/7t22n9G1nDPUY8x5FqVdm8dy9WRaFzrVpcSE7G/OZEfigqooZaxRWXi7zGjWk3eDBzJ0zgmkrkhiQS65Y57nBgFEVqqTWUV3lswKeMJl5z2HgUKJRlTjvsDDOaEAWBrufOs2PlSro+/vgfLsVmt9tZ9uWXOPLzyXe76ZGSSp5awzHFQVlFQalRo8RO27J4MYs+m0q8VcZYvSbzZn6CobCQxjodP5nNaAWBqy4nlaJq3XGcNRu3IDZ5nPzkK3DpIJaMG4TUbAuA7HYRrrOysV5d1GYzUqOGVD99piTjRxQEtCkppeYb8/5XHKM6okGDu1IVquXvZ1ifhjRp1A+9Xk9WVhZffrcItwJPPdqViPBwfN252AFRUqHRm6gYo+bEyVPUqlyWDftWkhfSCEGlRlXsbBF9wjh+9VTJMTUaDe2qBbE5ORlF74/z/CZaPXmrosLAvo+wfsxH5EW1RlFkysmJzPryVfbsP8zUTBXu8j0oAFbeSOKxSiK52zcQUPch3HYLhfFniG5dlTfm78cdVhPZ4uTcuMksnfbe79K1XS4XP+0+jxDTAj2QlGwmLVlEH+O5F5tTUmi6aRsPd+n4m3Ndu36TkR/MIlMIxEfOZ8KTD9G+VbPf3O92qlapTNUqlUu209PTOXkmjrq1qt+zrLAXL17+N7nvv2Bt2vx9dU+9ePm38Nybn5Gh+COI6eQpMp/PX/+vdGoYDAb0igVr8bbsdmEy3LtR2Z/JldR8JINnIV4QRFItIk6nk4FjJpEU3IyMYxsIqdeJgPb1SNm/BFtuGn7laiGqNLgsBQRUa4na4Is5/Sb2/HSu+NWgeffB+EeVJ0sMxV/OwWW5FQGvKAqZqYmofIPJOruToJptsOdlkHftGLEPv0T2mW1ofAJwFGaRenA5KDKyOR+pRmv0QWXIPLUFW146htCyBNbrTVpeGu/NWoHKUYB/pa6o9T7YspPJu3GKyoHwYEOJ+rW7Ua3qLQUrISGBnNw8alSvRkR4GB+98jSjP/iGGzkCw16fwlsj+lGYfIUybQYgCCIF8WdwmvOQJImwspWQA8sDoAuKIv2yhjBJhWjwQxcYScr+JRj1Oh5vX5v+vT2ZAc2bNqb5+p3sT7+KImmowk0KzDF0GPY2oNC7ZVVGPOkpJzb9+0V8f8aB6FsD2ebkmTc+YcGX7/zmfRzYpzsDgWnJcVS+cZ7qag0rLBZ8iktB+YgiaofI41Xb0/f6ER51Wajavi3DfvgBURSZsXxFifHiSQFXip8JgdrXrnHowAESDhxAlCR6jRrFiJ9+AjzRXSse7obl+nVG6g0YRJFCg5ElrVowYdEiDm/dyoZxr1AzPYNlKLxcbLRVl2VurlyJ+Y3X79mcEjyZRPu3byfuwAGcq9cQk5HJynIxPDJzJhVreNK+tYEBFMkypuJzzTDoaTT+VY5NeJPKFgsy0OtcHIvGjWPkDz+UzH39+nVqX76CULxfI4uFLVu2/qpTo1GLFryi0/CS040aWGq1EJWbh9vtJiU+njXvvIvGZuV6RiYjLl1BFATIzWP5V1PpNHDgrzYgvJ38/HwWjn8NVU4OiVotj1y+UmLcDFVr2DRoIMPefus358nMyGDl4wN4NMlTemvFgYP0XbOa8Mj7i56q26KFx7nhxYsXL7fhtS/+uynXvz+HJ0+mQZGZoyYj5Qc8ftdxDz/1FN9evMTxXbtwaTVUffbZ/7kFqqlPDKT3wUPoBIEzW7eyxem8a1bL/yKrx4zlsdNnAHApCuuuX78jm+DHt9+mamYWoUYTvYrL1GW7XbTR6krGdFKp+dJiYZbRREjfPnz14YcAfD1oEMq2HSV6qkVRCL1Nn9IKAgYEYkWR6UEhdM7IIlKSUCNgsVjIdbkYHRDIBZeTrwryyZBlJmkCIDkZR1ISn168SI7NShONlpMOBxluN/aFC4k/eZLeI0diKA7ssdvtLP70U1z5+TTu25eaDRtSq2lTtn30EQ+eOoMDONGqBb6tWvHIsePkyjI3IyLoO/5Vvu7ShdDkVKKAWUGBtOzzCCqLBf8Vq1DLt/opiECjvn3ZGhrKpfMXeHzPXo8uCZgFgdzcPKZ06IgpNY2CMpH0mzGD6PLl7+t+ud1uPu3Tl5aHDlFGpWaeW2aVw46IwkM6PVfdLo7u2QPPPMO2RYvIf3kc7wlglmVeOq+l2yODGFC/Jr7nztHfaKRAlrnuVlH9GU8GuizLuFwuNBoNCcnpSL7hBAeUQXbacdqKsF0/henwKsoXZlFLZaPZjG9o1K4dAFOHDMEZdx51cflbW1RUKdmTCtyIgZ4MAkmtw6zyp23rVoCnlPMTr35KbmRrZLeLDSPfYcLTvRjXpxXTV+7BJovUjtBzLUHm+xOFyJKW3NQ8jGICtuxbJWoVRUEvle5x8f4rL1B10VI+W7gRoVxLPtp0kyuJs3lj1HACAgJY+Mk4Zs1fjiQKjBg/AZPJRPUqFSg0pGIonkMdWIbN+1cya9wgxk2eRmZuISGBQew/cxV3zUc9919SE6+EkZCQQGxs7G/eS6fTiUu4VfbRWZiNoXyDkm3RN4wrNxN+z2PBBzMXkR3ZGkkQsABf/rTlvp0at7Nh2y4mL9pPkSkG05JDjO/bjK4PtPuP5/Pixcv/L/4jt/zevXuZOXMm169fZ+nSpURFRTFv3jxiY2Np+f8wfdjL/zbnL1ykwKcCIcV/2G25aSQk7P2Hpbo7kiQxsndrpi7fi1U0UE5rYcL4V/+WYwcbVcgWR0mD7wCNmytXrnD8Siqq1F0IgoA1Ix6f6OpEtuhL9tkdBNdqjzU7iayzO1EbPOVvjGHlyLtyGLUpgCLZB4IboNUasAKq86tQLm0h16nCknKJNI0eTUAZTNHVyY7bjSCq8NFIFFw/gV/5BlizEtEY/VGZArBk3ETSGojfPBNBUiMCwX4G9FVbkH50DcbwiuSoQnGlpxBcXMtUFxSF+/we8lUVGNC3dLrLpC9ns/JsLi6VD7HKT8z/bAKvfzqbG/7NEAIE4hWF1z6ZgU/FRiUpyb5la+Or86SKJycnIwbemk9GwF6QjdY3CFOZalizEvENi2DEoEdLxgiCwNT3XuXU6TPYbHYyc8ry/uZExCiPovjDoQu0qH+OOrVrcvJqCqKvJ8NDlNTcLBTu6HNyO9nZ2UyZvRCnW6Hfw+144pNP+C4vD92NG1xLS0dxy57SWopCVlAU7tZP8JPORMsTq1BFleHAxo2c/fY7EpKS2G+30UKrw64o5Cq3lPmbAQHEv/Y6w5NTcANfbd/B6PXr0Ov1HNy4kQ6paWwRRAy3OVDC8vIRRZFmnTtTsX59Lp46RbkFC2HrtpJ5JVlG+WWY6G3IssxnAwfRZPsOcqwWBps897fhjXhWvvc+LyzyOFb6vPQSnx09SuzRYxRqtaj69yN36jRGIoDBSKrbzXaHHW1xxsjPhIaGciDAn1r5HqdbnqKg+40+J1qtlrKtW7Nu3XoUoIVGyyGTCbfbzU9PPsXjxdkuc61WxNsMer3NVmLg/R5mP/kUfQ4fQSUI7HA4SJckfl4+ygf8w35fP5Zdy5fzcFJyyUJAt5RUdixdyuOjRv3Gnl68ePHy+/DaF/+9PPTUk5ytVZO9e/ZQt00bajZocNdxgiAw7OOP/mbp/j1YLBaC4+JKelrVtjvYuH0HeJ0aAOgyM0v+rxIE1JlZpb53u90kbN5CFUnFQZuNmhoNBiDFaOSIItNU8Oi4J+12ekkSle0OluzaXVLGrtekSXyytQm17R6HQzudjsVmM05FQS0InHc4cKJwxunAT1bYoMhUtFnJkhWMikKESoVFUaiu1lBdreFbuw2norDRZsWpKIgZGQwwerKigySRb4uKeHnLNpxbtvHljp28vGY1arWaz/v149FDR9CLIts2bESeM5tzhw7R9/RZ9MV6ett9ByicPo0TzZvjLCrk4QEDWPfdXCJTUulZHMSjycnFt2pVYoOC2BQfz9HjJ4iSZXwEgSUxZRg4YQLhkZE4nU4+7dOHVocO4xQEjrdvj3rLFvpdvASAkpfHivGv8eKSxfd1v3Zu3ox9zx6yVWqOWy00Vqn5UZCYoteyz24j1e3GvXkLS774gpsHDtDW7UKRJIyiSKucBNb61KPpoIGc9PWlMO4cWSoVoyZPply5cqybPZtLX3/DTpeGgpjK1KlfDX3qVezRLTFn3MS/fH3q7/iW9wuSSuRZ9fkXJU6Np776irkjX0STlIg9IoIWL77I7r37adywPnq9Hn+1TPrPZYMVBX/1LXtly849ZPjVRnI7yTi+kcBqHXhvcwotAnJZN/0tbDYbBw8dZuzi82jDKgCgbdGP3EsH8Y2tT8qBZRhCy+FKv8yEb9+747qdvZ6Kum6vYvswnLWnj/J8Xh7+/v4EBQXx2qjSZYXLlSuHI+1bDOGeY9lyUnBaXbRp2ZzospsQGjRHEARSTm4i2HXLFtc4C/Hz8/td91Kv11MvQs0Raz6S3g9frYgYfwAqtQdAl3acR4b8vp6jNlksVUXB4v5jAZZz1+3HGdUQLeD0C2Xu2v1ep4YXL15KuG+nxvLlyxk4cCADBgzgxIkT2O2exkqFhYV88MEHbNiw4U8X0ouXf5JL126gDb0V4aALCMcn7R8U6Dfo1bUTj3TpQFFR0e9WZP4M3nn5aV586zNuZsn4qt1MfKE/i9ZuI7RR95I03MzTWzFGVES4rRatPqgMym01YxVFQW30w1GQhS0vHW5TiiStEXT+2BMSiXrgGQRBxGHOp+D6CYJrtcOcfJF3J4zk9S9/RFOxEenH1hHZog8FN08T3qgbWr9QFEUm7cgadO4iVC4LSdvn4lOuLj4xnmj9Ir0Jc9o1jOEVPL0KDH6oJY9cH0/7jjPx2QgOM3GZbrSVWqECkt3RjH3nU07GXcMWJOJfoQGCIJBjEzEK+fysJrvsZoLDPHE21coEse/0NowRFbFm3ERj8MV1ZiUFPrHIThtBNVqjyzx9Ry1UQRCoV7cOAB9PnY3gF13yndu3DJt37Cbu0lUUexGy4EKUPK95H+neDg2r1cqgVz8lK6IVgiix46NFvN63KaOXLAHgzb59+WbzZowqDRdCynO97ZNIgDWsPCtbNKdL506cGziI7sV+hU0aDXMrxBJYvTq+isLqI0dwaLRklyvHsL37EAUBEXj4/AW2rVhBjQYNuHjkCHEuJ2pFLjE+FUXBEXjL8xMSEkLIAw8QHBLC2tOneSg9gxRRxN6586+W1tq3dStNtu+gvCRx8raIvItOJ5fOnWX7ihU06tiRwzt28tD48QRHRKDX60lPT+fqrNn8XEgjQpLYZZfxr16t1PxBQUFEjB3D8mnT0NnsmBs15MWXX76nPD/Tc8IEVl29RsPr17ns60u54cNITk6myo2bJcZAVVHkgKLQXBAokGWKGjS4p0PD6XQiSVJJFocsyxivXi1Jv2+v0fCxvy+FRRZ0bjeXW7fi5aeH/6acAMHRMaRKIuWLM29SRZGQP6EfxsEdO0i5do1W3bsT+jsdLF68ePn/h9e++O+nVsOG1Gr478ti/jeh1WqJczoosphxATVVaty/URr0n0BRFBZ//AkFhw/jMJnoNel9IqOjf3vHP4g1thyu5BRUgkCeLKMqLnO5av58dsyeg/XGDTpbbWTIMsfsnn+vuV0EdekMLVsy+8uvsGVmUl2tpnJxFodw8ybTevQgtkcPuj71FOXr1KHZ6TMYBQFRENCLFj4vyMcFZLvcRBT3kovJyMBPlnnG5MMKq4VoSUUZlcSsokI66PRIgkCcXs/HuTmM8vHDJIr8UFjINa2WCio1u2x2Rvv4ekofAZrDh/m8XTuEkFACjxxFX6yrdczN45NhTxNmt3HTYqG9ToufKCHJbgTgidfGl1yf5IQEntYbSrYf1usZ/f4kXlYURrvcbAkJYVPnToSFhfPUU08SHOLpbahWqxm3bBmHdu/GoFbzcsuWzGp/q3+RIAho8/Pv+36dmjmTZ4qdOE3QMrUwnwJ9IDdddtwK9Cnu53H0o09wOezEI7DdbmOgwUgmClUv7WfHs8+SERxCeR8fgvV6NJLEojlzyH7nPc4Zw0jv/TqSWschu4XaAafxU13kuuMS5xLtGJw2rLLMGpsVNQJXL1woKadlMpkYOfc7AD74cjbPzdyDSxdA5A/r+GHyGD4YM4SxH80i0yYSqlf44LVnS84rPCQYwZZAbvwZwhp2LXESHMyQmfDB5+y+mk9Odhaasrfed4JKgyK78S1XC0dhBsbIykT7uyhX9k5d2a1QEvAG4Ba12Gy2e15nX19fYn3h0snNiCo1giBSrUw0iqKQYbvlQAiu2Q7z0UXoy9ZH47bwROuKBN5mR/3MoaPH+X71LgAGPtyaFk0bATD1vVeY+eMi0rKv0+WFbpgMBmYt3YgCDB7RnfKxZX/zmQBoVCmcK+dTEf0icNsKqR6u++2dfgX3L/qQuIW/pwqFFy9e/ju4b6fG+++/z4wZMxg0aBCLFi0q+bx58+a8++67f6pwXrz8G2jVtBF+K6diNTUHwH7jCNNef/EfkcXlcnH6zFl8fUxUqlTpnuMkSfpbHRrgifCY/fEbpT77YdX2EocGgMYnGHP6DfIuHSSiRR8AnEW5mFw5pB1ZgyEsFmvGTfwrN0Ft9EeM30f2qc2gMeAy5yMoLgSNFZXep0QZ1Bj9sBdmkX12B9V9bfTsPoqAgABemr4BjU8gKp0Jl82C1i8U8CiRaoMfBamZGJr0INovlMLkS+RdPYZ/xYZofIJJO7oWe34mlrRrmCQ3Rgy06fMMRWVaofGrg6JXyDm3mIjiWyBKaradSSCoyQDISSV53xI0PkE406/xbN/KLNm3EVHvQ71wNc8/NY5JX8zk3OVruN0mFNmNMboaNZWrzJg0l6df/5jrRb7os07xfK9WaDQacnNzOXzsJInJKeyJS0YUYNDDrejUphlrvtmIK6w2AHmXDzP1UBIBNduht4DJtgG7PhST5OSVwV3vee+OnjhJsq4SGkUh+8x2EARe+GAWN9NyGDVsAMZduxlo8mUHEmvqPYQUEImiyESrcxg9exbjmzRlvKyUOKAeQGB39+4MHDsWgKVTppA+bz4Bhw+z0GxmoNHIZZeLfXY7ptdeZ7vVwhBJhV2tZpqi8LnDTqjegLpOLfp/+skd8larWxfTiuXsWraM0HLlePbRR0ufz85dnFmxHAxG+k54A4fNjlaRsSkiDgUyXS6uu91YUXg1J49vhw1nnijSRQGryciJwYMZ/O47aLVaNkZHUzfREwV20e0mt01rRk++s//EQ0OGID/55H1lUcRWqcLwrVuIO3mSduXLExUVhdlsJjk4kIYZnujEqho1ax7sTKGPD9qwcEaOG3vHPLIsM23ECDT79uPQaIgZNoxHRjyHKIrYggIhx5NZ4lQUqrZrR/NXX8XhcNC9fPnf3bS0bdeHmNGzJzc2bEAE8jt3ZkSPHr9r33vx3fjXiFmwkFouF4tmzebheT9SvmrVPzSnFy9e/jvx2hde/hc4vnsPzZ1umhYv9n7ncjFozG8HQfzZJMTHc+H4cWo2bkxUmTJ3fL/qm+mU/XoaMcWZsPNSUnhl65a/vNH5sDlzmDd2LOrMLKTKlRn8/nvMeOUVgub+wNMqie1WG6FaDc0MBlyKQhe9Hq0g8OOWrSQHBaE3F1FerSa6OKDHoSgUWK0MPXaCM+fOcyAyknojX2D9y2OxpKWSosg0UWt4oNhR8G5BHr5qDRUlFTZFIUqSyFNkfEWRxsV9PUb5+DIuL5dGfv5Mdstc0BvYabfRTW9gsNHE1wUFvOCrxiLL2BQFoyCw3WalsUZL+fhElJsJfG2z4dZ7HCNORSEmKYnHjEaOa9Sss1opr1KxR6OhytfTuPLW21ijonhs2td0Hz6MC7t2UV/t0TOvu1zUsZhBq0NQqeicm8f67BwGTplyx7VVqVS07HDLkSFXr0bhpcv4iCK5ioxQs8Z93y/f4mCmK04np50OHAq0kG18ZrfynvGWs66hIJAoKzQ36Il2OXnLbEXBzHsmE/uvXqP69RvUVGtQFIUpu3ZRu7CIiiisji2PpPYsiEtaAwmpVjrExrDXWAO/2iEcSrjAtxYzw40mtIJAfpGZuePHM/zTT0uOnZuby5ozGajKNEQFZCvhfPbtT0weP5JFX7191/Nq3rQx7bftZ9nlVATp1nKZ0+lg08U81OVbYIpyknZkDeGNuiFIajJObCSgSlNyT21AZ/BHvr6flm2r3XX+fl3bcuTrNTiiGuG2FVLb30LYbwT2vD1qMONnrCFHWwZfezpDHm6CIAiE6GSSS4LBZHq0a8KIQb3x8fHB19f3jnniExJ5ZdYGHJGNATj/7RbmhoZQoXw5RFHkuSdLlw6cWvPu5/BrvPT0IHx/Ws6Zq5eIjDEy5tnf946TZfmu5XXb1ynH/FMJEBCDkptAh7q/z7nixYuX/w3u26lx6dIlWrdufcfnvr6+5OXl/RkyebkPfi658lcrmf/LBAcH8/moPkxfvAkFgV6DW9Ogbu2/XQ6bzcbAl9/jihKN6LbSqZzIh6//u0u/NK5Rnn07ExADYlAUhSB7In5uF9YyQeRf2opvaCS1o4zUGDmMj9bE4bZZCKn/IKKkouj6UYLK1cZVuROZJ7cQ3rg7gqQi5+IBilIulRxDdjkQ3A4GNA7n7fGjMZvNvP7Zt+QXOLDlZeEw52LLSkB22hHVHoPEnpeKxiewxNHhE1WFzDPbUWQ3ORf3E9G8D46CTESVCl3WBS4YG5HnPkRwiWNEwBAQitNSgNrgS/apzRgqeEpA2bKTMEZUwC+2Lpmym0V7L6Gt2g45P4XwYBej3/2c3alqXD4VMPmFkXNhP1pnHrO2L8VgMLDwq3cxm82o1WpefvdzPpm3nlyLG2PFpljTr4Oowr9iQ96ev4sfXx/AG4824qVPf8SlDcAQXpGg2h3IPLUFQ73OBOcfZ8En41CpVL/6jggPCUFlP0TWqdME1WyLpDXgU7Y2X36/mJFD+iMW1+htjxvnvh+ZfXE3zXp047VJL3No82YezMvjDEKJwXdcUYit7fmNXIqLQ/z6G3o6HAAk6vUsslgoQmG4yQRuGVmtZZHFwuNGI20Cg3jk0IG7RhbdTnRsLAPHjSv12fG9e9n4449E79hJF5sdh6Lw9enT+FWuhB3QWi1IKMzwMRKgUvNCYRFLLGY6aTTEqNTst9twmy04Fy+hcNxYfHx86PTNNFZN/hC11YZf29ZMGnunU6HkWZRlcnNzCQ4O/t0NsE0mE01atSrZNhqNVJ84kWVTPkNjseBq2JBXp3/zq/OtmDGD1mvXE1y8vfPzL0h+pDtRUVG0nzSJJRPeRJuTjbVSZZ6ePPmO7J/fgyAIPPfVl2RNfBPwvBf/CGazGXnVKqrJMogivVNSWf/VVzz9zTd/aF4vXrz8d+K1L7z8LxC3cwed3Leykx8A4i9domzZv2+RbsfSpSRNfItauXlsCQ6m0keTadm1dOBLzsmTNC7W/QRBICo+gby8PAICAv5S2Xx9fXl+1qySbVmWyV28hG7FwSKPGo0stZipoFLjL4lYFAWtIGASRJQTJykrK7TS6dlhs3LO6eSI3cabfv4A1LbZ2LJnD4+MGcM+XxNPFXoW3RdYzOS43QRKEpXKVyAhK5PKikCyy8Vll5Maak1JuTDw9IsrI0n0K158ravRctViRlEU3ECK28UnBXnUUKmZXFjAUKOJeJeLDsVNzAVBoI5ex1q1ikoOB+tEkef1ehRF4aLTyXM+noXojKJCnjh/wbNYnZnFkjFjqd23DytsVm44nQgIKCh00epIdruJLW72rdxF3z9z+DBH589HVmvo+dp4gkNCGP7ll8wPCMAdn8C1nByiT5/hmwcfpPrTz9C2Z4/fdb/8W7fi6LFjJDudPFrsqFtlsRAZW47dOXl0L36GjjjsVFF75AuVVKRq3AwpXoZKc7tpUdwPRRAEGhUUEiWJ7LE7MOVnkH9b9nbe0b0cO7gFPze0cJopElXIGi3a4nP2E0XkC5dKyWi323GLWn7WogVBxOm+d8nan/lkwmj6PXSS0Z8twF6+A7LTQbTlIqmm6qjxBLSFN3wYv6traFirGoW1QzH6ZFGtfku+WXsYpVIbllzOwv7FLN54qXQ5qYZ1azP9ZS0rN+8kyN+HpwdN+M21nCYN67NqSgUuXLhEhQqxhBRn4Xw8dghvTZ1HoUsiNlDDW2Ne/NXgqg1bd2ELrcvPrgNbWF02bNvNyKfL/eY1uR+G9O/9u8eu37SN0VN+RNYHoLJks+iz8dStXbPk+xeGPE7slh2ciLtM/RaV6dqp/Z8qqxcvXv67uW+nRkREBFevXqVcuXKlPt+3bx/l77O5lJc/xkdff8fGk/EIQNeGsYx97sl/WqT/t9StXZOZt/1x/SeY+u0C4v2boCtemN8Sf5GB5y9Qo/r9R1D8XfTr2ZVC81IOxJ1FK8i8PuU1YqLvjAiTZZljcdfYfOwyGUeTUItQwcdNbpXeCIKIqNYgqDSkH1lNcO0OGMMrkLTzRySDr0epbPoo8fmeXhWtejxJviEG0UckILImidu+Q+MTRObprUhaA7LTjoJQ4uD4GUv6dTKcdoJrtUelN+EszEKl88GtC0Cn9SjqbocVSeMxSnwFC5lntiAaA7EV5RMU7EnLd1ryCanTEQBBFDHU6gSAFFyeHZcOo1bsOHJthNT1fG6KqkLG0TVkZWURU1zOx2g08uHUORx2VSTHnkFIA4+xqfULJfPUFgCsgVXZtf8wWflmZEGNIrtRG/08SnGxYuxWFD746lsupORjUim8NXIg0WVKN8oDqFy5Ej1r+jAnyYWk9USraX2DwScUh8NBfJkyXEhOoaJajcWcyyNd2jPqlWeZ9cwzpB09RjtJIs3lYpnFjFOBGy4nPiNHEbJ8KQlXr1LOaoXiRfloScLxaC/8Dh2G3DzAYyD+bDA6VRI63f2nKa+fOxfXB5Pxy8qiY7FhpREEqp8+w83jxxFcLpyAQa2m92efcfWnRSi79yABMcVNx1todSy3mAmU3TidTgCq169PlUU/sfiTTzBfv8H6ud/T9akn7zj+mYMH2f7yWCIy0kmOjKTb9G+oXLMmx/bvZ8uCBfip1JSpX58u/fuh1Wrv2P922vbsSduePX91zPXLlzl/9Ch1WrakMCmJ210MMQX5pMTHExUVRZ0WLaizc0dJSa8/yh91ZvyMoij8Uhrxt21ML168/D/Fa1/8e3A6nSUO+rtFzXr5zwmvWpUESSTG7VnsveLvT9tqf68ef37WbHoWFIIk0Sk3l9UzZt7h1FBFRVIky5iK739GUODfngEOHl1BI0nguuUIEgCrLBPndNJeq8MsyxQpMlmJiVy2WmmhUtNep+eYw8FRUcdGmxURAa1aRZmqVdmxZAmPJqUgFJ9bH4ORrTYrzXV6TO3aEVKQz9qVq2mt1XLZ5iTL7eayy0UNlYoAUWKNzVpSOupnLIrCVaeD3Q4H4/38yZTdpLrdBAUEcNxqxa1AjttFYHHUf0ZUFI2mfMqyceMQr10HtQY3YLxNT7NzK2hREAQKT5wgPjCAMggYgAf0eiTgS7uNBkYT+U4nuyPCaf3C8xzevp3zGzeiCwujdocOHBv+NF2yc5AVhTnHjzNq00b0ej2SWkP2sWP4p2egFQS66PV8M3IkJya9jw4B3QMdGTJ58j3vT9+xY3nz1Gme2rGz5LOH9HrOyQq7rGZSHE5cKKTJCu/5+qEoCossZt7R6VjgcPNDeA3S9H6cTLvMO5ZMJEHghiLTUFTzoE6POfEMV1d9hCa4LELGDb7Ivkk5lcR1p5PLLhdd9HqmOB1QvIgvKwqO4CDsdjvbd+/D12SkedPG1PQ1c85ehKQ1oU45xmMjHi51HrPnLWHH6RuokHn+sU5sP3CcU/E5GESFD0b0Yd/x0xi0WoZOmMLjoyeRJntKKatyrvLGyKG0bdm0ZK5nJkxBrOKx8dDGsOXMAV67SwZCjepVqFG9Ssl2enoGW3fvo2JsDE0b3b2Mn5+fH02bNi71WcXy5Vjw+Zv3vEfgcewkJiYSERFB9SoVUU6ehqDi0tr5yVSvUv1X9/+rGfv5fAKbe/oKKYrCk+M/4dSGH0qN6dqpvdeZ4cWLl7ty306NZ555hlGjRvHdd995GhKlpHDw4EHGjh3LxIkT/woZvdyFHbv3s+yiA6mMpyTSknPXaHrgMC2bN/mHJfPyV2G1OxBUtyIvZLWR/IKCf1AiT8O+3NxcAgMDWb5uM0t3nEQBerepQ7dObflpxRqy0jMY2bcj9erWQRAE0tPT2Xf4GDWqVKJqlcoAiKLI1++/Sr9nxnA4wYqi9+Vc4mWCIzLR+YejKDLWrAQMYbGo9D6o9D6UaTeIrDPbCa7dAUdRLucunmbo2HfJ04QTWuwwyLt6DF1gFLqgSExlaqD1DUJRZJJ2/Yi90En68Q34RlfHnXyawGqtKEq6QGHyJQQFrDnJhPhqcTk8NWYDa7Qm8+Rm9CqBylGBGMJ8EKp7lOLChDgStn2LLqgM1vQbKLXaleob8jNOpxM/rXLHd4rLTmhoaKnP0vIs2AtkHIU5pT7/eV9VfgLX4hU2ZwYR1LgXiqKQfnQNhvCK2HNSsF0/hMZUxLq0ikimWBRF4cX3p7Nyxvt3vZdvjBrOvHW3GsApigIuBxaLhSmHDjJp4EDWxsdTuV07Xv3wQ2a//DIPb9uBThBY5HAQpFYTJopcczoZ7+uHUFjIy/0G8+XWdSyJLkOjhET22+3YVCr0ooi1SmVsBw+jEwRSXC5siswRpxNdnz4YDIa7yvhrJC5dSjeLlTOyjFVR0BcbghdR0Dhd9C1uqrjGYuHamTM0fX4E686fxx4fX2oeCyC3blUqU2TGCyNps3o1AYLItXXrWZqfR5+XXiq13+73J9E3IcGzcf0GK99+m4PVa3B92jQ6SCoqqNWcXbSIVydO5OEPJ9Px8dLp3b8XWZbZMn8+uZMmU6sgnx1BQQiDBnLQZKJZURGKonC0QnmerVOn1H7/tmw+k8mEs3Nn4pevIEqWWR8WSvtnn/mnxfLixcs/hNe++HdwcONGjkx8i7DsHOLLlWXgD9//Lb0U/ld4cMAA5p4/z8mt25E1KioMG07033x9pdsyRQBEt+uOMY9PmMD05GTUZ87i8PGh9ZsT/hEHlyRJ+PV5lOs/ziNWEFlmtZDscrLYIpOsUvGx7EbjdqPy9aWL1QZ6PW/l5aKo1dR5ejjhu3fTLSkFsywz324l68cf0derR6Qo8nNuTIaicL1+A0wd2tP18f6s696dmy4n3zscuESBYXoDTmCe2cxph4NwSSRJElkuCnR3y1zWaEhr1pQrh48wsLgMkq8ocsrhwKrT8qjdgdtkYrHFgoCNNIMBQ1YWm/o/Tgu7nQYaLSutFlKBTKeTLori0Y3dbsyyjFEUMcsyaTYrESYTIZJElErNaqsFNyCp1VRctJCrV6/Sq1MnLh05QubYcXQyWzjucPD2N9N5y2YHUUQUBFpcvMipI0c4tmkThTNnoVUUOml1XHM52Wm1UgXokJoOQMKChWysVYsHf0Vn7TJoINd27OTnZfFrLhdFOh2T1Fr0Wk8g2AJzER+ViULtcjIgJY0wUeRoxUa4H3weCThryWf0hk9o5avBHl2Gq4ePEONwEFGhPL3N6Qy9eIWVVivliu2D8mo1p4qDjxqpVMwpV5ZQqxVL2Rgefedt+r7wFgnGmuC00Hz9LmZ9+DqzflxMTkEmPfv2pmaNW6VO127ezpwjOQiBdQEY9uZX6Ks/gOTjeULe/3YVa2e8i7q4R8v3H43jw+nzyC200KxlOVo1a1TqevwebdvpdPLeF7NIyLYS7qvmsYfaMWbqcrJ10eTPXk+wvw8NK4bx2Zuj/iOb6HbOxV3k5c/nkymF4ufK4Y0nOtKripqNJ/aDAJ1rl6FDm5Z/6Bj3w7XrN9i1/wgN6tQoycZwa25lkAuCgEtlvNfuXrx48XIH9+3UeOWVV8jPz6ddu3bYbDZat26NVqtl7NixvPDCC3+FjF7uwtmLVxADbms85R/N2YtXvE6N/8cM6PEgOyfNxRLVDMXtJNZ5jYb1B91zvKIovD1lOsdv5qIV3LzYrzNtWvx5z8fhYyeZMH0Z+YIf2vwb2P1iEaMaAPD5uhPMWLIZc9l2uJ1hfDN6CpEmBd+AUFKKFHTlm6Bet5ZhbcoybICnH0JWVhaHr2UT1qIfgiCi1GxL2raZ+NfugjM/k7T4s/hVaHDr/GQ35pQrOO0WHLlpxDwwlDhBRNDswJ6XjtY/DN/YuhTc9DgscuJ2k5GZgNroR3jjHqiN/tzcNAMl6xrlI4O5lhiHozAHrW8IDkseZF/B4tcYTcW6pB1ajsnHlzox/nw6bihBAX48PuJVMhI2E1ClKeb0a0R3eMqT0mwpIO3AEsKaPYqkuEg/vp6QOg9gy01FzrjGmDeeZ9xHc8i7dhz/Cg2wZMYjagx8MXs+D7RqwqTZyylySeQlxGH3q4pPdHXyb5zGL7YOjrw01EXJ+Kcdoler6izfcgAp1mNGCIKA2hSIbLcS3f5JotJ24hMUgST5l3yf7tDgcDjumZb8fJ/2TFm2DLVfGM7CbGrHBBASEoIgCLy3dGmpsWJaekl2RT+Dke9NRixFZp5Ta0oW0BXJjz0Hj/Hg3O+Y/dDDvFScGp+6fiPfBvizxmJGJYjYZJkEl4vLGg2fvjyan774AltuLu0GDKBc5crIxTWdf60EkywIZLvdaAWBBeYiqqvVpChwvVZNxly6XDKuq17PewsXEhUeTo9NG5k7cSI7t22nssXKFoOewKEjGTDmZea+9RY4HHQYNgzx+HECinu4VHC7ubBnD/zCqaE2F5XaFgoKsC1bTpAsU0HnMYRqqTVcKSzi/JQptHvssd9doupnFk6eTO7iJRSkpGJyOgkwGOiYm8ea/Qeo8OnHbFy+ApdKRZ/XxmM0/n6DwOFwkJiYSFhY2K82XP+zeeaLz9naqiV74+Pp3rs3ZX4Roe3Fi5f/Hbz2xb+DIx9+xKMpqQC0vHiJlRMn8vzcuf+wVP+/eGrSJJg06R87fnC3hzl/42uqOxyc0emIeOSRO8ao1WpenDMHgP0bNnDk88859smnlOndi4eHDPlL5bsaF8ee7+aiqCQeeuklHIWFrAkJIdftJlKAKIuFSEmiriCywceHcfv2smbCm2SsWImMwrM+vmx3OqneqhWhK1chAausVobo9eSfOcuPJ05yPCKcrtk5CG6ZvWGhTF6xDF9fXxbPmMHJa9eoqlIjSwI3nQ5+sphJdLvQCCJNdFq66w3ssFkJNFuYXLECT304mbfq1mVJhw5oi/uhnXE5iStblo7PPM3NyR9Szi3zuNHIp7Kb5xQwOpyAwDK3m7pAE42WNVYLr/n4ss5qIUmrxaFSscFqRRIEZBQMfn70eP11Rv7wA13VamoX6/Jziwo5v2MngyZ4+hquXbWaB80W1lkthIoSb1ptbLJZaarVEatSka7Xw9WrhM2bTy+9AUVR+N5ipptOz1v5ebxxW0ZOjFvm0qXS5Zx+SYtOnZj71GAuLluOy+5A6NGdRjYb+uL3CEBFlQp9p06EBwfBJ1MolGUcEZVLSkKpDH4UhJel1cSRNGjThmP793Pl6lX6Pfggh1evZstnn5NjMZfMJysKdkVBURRSK1di7JbNJXrvR1NnkxraAm1xIOCBDCfn4s7z/NAn7pBdURS+mrsEoUqvks+KRB9MPiEl2zeteloNfJWh3ZozfMCjBAQEEOBrZOd1K0f3ZrLhwER+nDIBvd7jwHmqRzvGzVyPLbQu5CXzYP2ydzgEX//oa3YWlkWlMxJXZGPHxC8Q6z1GwbF1hDXrgyAInHA5eOOTGXz+1h/rufPp9yspiGqFFrABXy/dzupv3uLV4tJgf6ezcuO23UxachB7UFVUB7YxvPVlhvTvhcmVW1Im2mkpIFjj+Ntk8uLFy38/9+3UAJg0aRJvvPEG58+fR5Zlqlev/rcuhHiBBzu0ZvnHi3FE1AdAn3mGLsPv/GPt5f8PFcqXY9brTzJ/5Ub0GjUvvvHmr9bMnD1/KRtS/ZCCKgDwztwNPHrpKptP3ABB4NHWtRjYp/t/LM/HP6ylsExrRCAtL5+A8Fupq9k5uQTW6IQkqZG0BoJqtSc75QqpaRlENvc0CMcUwKw1mzlw7iYqQWZ47wdQ6UwlDcAFQUTrG0ybwEwONOiKyuBL4q55OApWIggC1uwkjJFV8IutS2HCOcypV9EFRaHILjJPb8WvfH3cDisALmshAdVakH/zFKaoKkg6IwXxZwms3grfmBqYZTfm1VMo99DzqIpLTWWc0uBwulC57IQ37Y0mfh9vPduHr2fNZe+py6gaDSREEEjbvxhRayyRW23wRVDrqZK9k/wwLUk+dci9fBiNKZDQmCo80KYFx1o0oXX/F8k4m4/GJ5iQBl05cvUEe84uISfCEy2TlZZHaBVPnw5z2jUy9/7IxOE9GfTFfARBYO3m7VzLtOIfaS6R2WnOJ7BhCwACg0MI99NyMudWyawA1b0dGgCVKpQn2vcw2fkJlA82sGT65HtG+GtrVCdz9x5CBAFZUdBUqkSKxUbGhfOECQLrBQ03y9XFoNcSFBFBXY0GrJ77EQH4ZGfT97Ymgt8WFVLW6eLNDh0ZkZyCSRCYP2MmaXVqUzk9A1AwPtKD1gMeZ+ecOaBS0WPcuJKMiupDh/HTqRd5Qm/AVxBIl2VqAAWVK3Ht2jVqy57aRjdcTjplZKL5YDKXQ0N5bfZsbly/zuo5cwgoKCA4LJRvevem//mLqIAVW7fh0N66Zoqi4LxL1JRQvz7Zl68SJAikCAKqBg2RElbi/MU4JwqBRRasVus9/25mZWayY+lSgsqUoX23bh7j5uBB/GbOpo3TCWo1V4DDdjtNtFoEt5tW3brRqlu3e97be3Hz8mWWDR1GlRs32BwSTI233qZNjzsXOH4Lq9VKcnIyUVFRJYZdXFwc8fHxtG3b9q6RZoIg0OkXTd69ePHyv4vXvvjn0RTdctALgoDGbPkHpfHyV9Bn9Gj2VK7M1mPHqNK8Bc0e6HjPsclJSVx+ZTyP5OYCcPLSZY7ExtK4Xbs/XS6z2cz0ESPI3byZSLuTrjodby9ewli7A4MooigKb1jMNFKrqa/xlPGsWGRmx8KFVO3ejT0rlvOkzoBNUWigyBz59jv8jUZSCotwKTJrbFYuOp30MRjISEljrd3KCKMPY7OymTH4SR6d8ikn161jpMmHQEmFXVGYnO9EJ4qMNPjhI4q4FYX5FjODjSbez8ujUlEh1Rs2xGQykVyjBlPSdqCx2YgC+mZnc+3qVaxDhnBm+3acajV6SUQTd6HknENFyROIo1LTUqtlRlEhL/r4ssegJzHAH3NqGgGCgEVW8K9Vi43fTGeAqGJWYQFlVGosikwHnZ4LOdklcxaJIt8VFqASBB4uboDe32hiqs1K5QB/NI/359KSpTxbXPJTEAQaqDWstFoYaDCyWaPhqeLyaLtkGZ/f0e+l04gRXGvXjup16xIcHMyBTZvYt2UrLWUFl6Kww2BkypsT0Gg0fJ+djf3wUZT8+JLSqO78dFpfi+Pkiy8RuXE9DVu0oGELjz3z8PDhZPbowWfPPcec7TsoIwgcRiG6SSPWRpWh92vj0Wq1FBUVebKAXW4ESV0imyJqsNpsd5X7u5+WE+/wx5Cbhi4gHAB3YSYOcx4aoz8A1uxk/Bo/wnc7T/NQ22QcDgfLT2UhRdVFC8S7yvHF7Pm89uJwwNP74seQYDZu30ONKnVp3aLpHce9kWVH5eex3SS1jgKngi+eZug/212iSsOBczfIzMwiJOQ/L/3qUEoHUNlkj736nzgzCgsL2b3/EDFRkdSudf+N5edvPIgroh4SoIRWY/mewwzp34sdP31N9yFjKJA1hOoV1i309tfz4sXL7+c/cmoAGAwGGja8e70/L389lSuW573B7Zi3fh+gMPipB4gt9/c1mfPyz1CpQizvjB3xu8ZeTcxAMlUq2c4mgFnbL6Gr6FESv9lxntpV46jzHyglAFb3LWVIH1oWS/wZTOU9mRT2vDR+mYCr0hpw/OKzbIub85paALw+fTnBYhGy24UoqZDdThyChiMXE1HVakzelaME12yLPjgaRXYTv3UOoXUfAEBbqx2JuxfAhf1EtR2IKKnIvXKUvMuHMUZVJuvMdmw5yUQ074Ml/QZJu+ahD44mpI5nf0GU0AVHlzgHrNlJILvxq9wEW1YSORf2oc69Qb+35+Ffsx3OsuFkHlxBZIs+hDV7lOTdC0rOSXY5kLQGosuVp7aPniXX3ARVb4XsclDOfgrwNH0vMNsIbnRr8dicn0Oh6FuyLQA5lw5iTr2C4nbhLsohMjyU3fsPM33ZNi5evkJgg75kntqMpNHjtBQgiJKnB0nGBbp1r0OXDq3JfvdzrmU4MalcvP5Cv1tyyjLZ2dkEBgbicrn4aOps5m8+jL5yG3xrRJNbkMqaTdvp1+vuC+UDXn+dH+0OHGfP4gjwp3bXrhhXreKdy5fJD4wlv1Jj6sQY6NrZYyynhYXCTU+pp1xFoSjAHyWvwOOgUhTcikIZlQpTUiI+xcbIQJWaLw8dpqZeTwWVmvNzv2f6op94sciCDMw6cJCRG9ZjNBpp26snVkXm8osv0RiIkCTiRZEmnTqRHhnF0oULITOTbLebIEkiNTeX9Nmzad29OyfWb6DWT4uo6nCycfFS2oki6uKskl4pqcx9oAPL7Q4isrK4WbYsfd9++47rMfzTT1kSEYH56jX8atTg6ZEvMNNiwX/hQpaazdTXajjtcFJRpeJi9Wr3XKhLunmTpf360S0hiXRB4JtNm3j+m2+4GRdHTbunfABABZWKOKuVYwYDZfv0KTVHWkoKG6fPQNCo6f3SS7/aGHzD++/T79p1BEGgfkYWyz777L6dGif37mXvy2OITU1lfVQk7b74glVffEHIth1ECwKvqlS8tH8vFSpUuK95vXjx8r+H1774Z3HUqUNhyiZ8RJFrkkRAyxb/tEj/tciyTFFRET4+Pv+6EpCtu3al9S/6aNyNMwcOUD8rq6QvWj2rlS179/5pTo3s7GyWv/c+kt3OzStXeer8ebSSmmytyEKLBVVhAZvUGvxFgfY6Pb46PUHKrQZcRkHAnp9Pq27dOBIaRmZuHuttVppqtATt28tRkw9XgPpqNacdDt7080ddfC8cKJx0OghXGbi6bRvrmzXHabWyW5LIU2y01Woxip6xPsW6lyQI+AgiVkXBKAokJybxZYWKnFGrGep0cdHl5FG9Z2E6w+liw/wFtP5sCq0HD2JKu3bUKTIzx+mkqqSijU7HSruNwXo9dX920qjUTC0sILRJI8o1bEjA7G8pb7OxOyKcZm9O4Ni8edTWajnlcvKIXo8kCOw16Kn58K0eEbLbxWNGE9vspRfyozp3ovf06aybNg3TsWPka7T4FZ/XZZeTWmo1VdQaLnTvxpdLlhLldBIpSaR/PY30Bx8kLCKCi6dPs+Ojj1G5XMQ83JUugwaxYe5csj/8mNi8PBaUjaHLt3No3qULe7+ZxvpVq7Fr1Lz3wQcl/eSeeu89ADpcu8Ezo9/GJyOfyhnXeMpRSE56Pif37iXiscdKyR4YGEiZK1fprjdgVhS6iCKfX79Bk8GDObd7N2v69MVks5Jdtx5PfPQRO9+ZQVGZVshOO1WFeBo3fOquz9/l+DQCarYj++wOihLjcNsK0WhU5F0+jKhSe/owyjKCKJGWkkSvV77GbinEHVyFn/OhRZUGs81ZqnddubIxPDfk3sGmPmp3qfHRgSasKcdw2cwoiowgiLidNrJtKp4YP4VlX7z+q7r83Th26gyrt+7DnpOEy+6PKrAsbnMudcuUtj+++2kFB87eQCcpvPH8QCLCw+46X2JSMkMnTiPTrzqS9Ty9qh3g9VHD70sm5RevwZ9/yf7+/uxZ8e19zeXFixcvP3PfTg2z2cyHH37I9u3bycjIQC5OXfuZ69ev/2nCefl12rRoSpu7eP+9eAGoWaEMuw6mIvpFAGBLPodvvVsL1O6AChw+cfo/dmpUDzewq6gAld4Xrd5ABXcWJ48ux6XxQx9SjrRDKwhr1A23w0bupUMoAhjCYsm/cQq/2LrYsxMR1PqS+TI00Ux9pQvPvvMNDt9oZKedkLqdydz7Pb4FWbhshfgHe+qWCqKEKbJyqcbdkkqNMaYmYnETvoBKjbBmxhNatxO5lw7iW7YWhfHn8K/UCLXBj9RDKwmq0QaxOD1ZECVyrxwmoFITChPOE1r/QQDUMX6kHl6F2eokurlngd4QXp7CpPPILgdZ53bhdtq5sWk6PlFVcNut+ETE0rBmJXo+9ACaOfOJi48j0KRiyJP96f7M66Q7DBTa3BTsX4JfbD0smTeJjVJhcNtJKVZyBUHEkZ9BcI226ENicDtsDJ04jaCgQLR1emAPFCEvDb/y9SlMjMNlzkdlDKDowA9Mf3d0SY3Xr997hevXryOKIrGxnqZwFy5dYcyn35ONH35KAZI1h6yYzgQ2r0TOxf0oshtDaDnirl0rdc/dbjervv2WosxMOgwYwJPvvYvb7Wbe1KnsfnkMw11uHhEEFjgzqPBEC3o+0q0kEqjTZ1NY/u57aAoLUerVZdzzz7P01fEUHD2CWFTEIwYjS6pUpvKFi/ycj+5SFMJEiYtOJxVUaiq53VzJzGKfJJHplnGeOsWWFSvoOXAgAA/27s1Ply+zetEiHIVm4kODaZubxxNvTST92WeY17oNkVlZdC+OXDtw+gzHdu8ma+tWmjo8ORVlBchSFHxkmX12GyIQW7s2fWbNIisri55hYahUKhRFwe12oyp2foiiSL9x40pdr2e++JyZwUFcX7+BY7Kb+pUqkxUTzchfqQ+/6aup9ElIQhAEygEJGzeTkpJC0y5dWPj+JPo7PbWvlzkcWB/rS9PH+9OgdeuS/dNTU1nQsxePJSbhAqbu2s3odWtLsid+idpqLbXYorHcf1Tuvo8+ondxmYH6SSksee99dIcP013nOWZtRWHKY/348tjR+57bixcv/xt47Yt/ByNmzuCnDz7AmZJKWJPGPPoXlxr6/8rRHTvY9/obBOXkklo2hid//IGwiIhSY25f1Py3Uq1BA/b7+9O2sBCA07LM7nnzsG/ajDUsjH5TvyKiTJn/aG6Hw8HsPn15/OIlJEFgvs2Ktlhv8BNFsmQ3r/n6IQgCcU4HB2w2RK2GnxSFMYqCCljs64Nl5y5m7OvIOUHAbLUwxGhCEASqqtU4CgpwqdTESBLnEEocGgCBosgFh4MNFgsPaLUcslh42ddTeklRFD4uzKelVscWm5VHFAOa4n3T3C7mFhUSq1LRw+BZ2r7hdLLFbkdAQQbWWSxccTkYYfIl7dXXeMvt5H1BQtTqQKvjS6uF7M4PUGbTJkJue9WZBIEcnY73Fy5Er9dzvF074s6do9uDDxIZHU1uSgpxGzbRVZZZajGTGBBA7y8+p3H7Ww2UfQoLMYoex0uSy0WUJLEjMJBmTz+Nn58f5v0HeFSjZWpRIeUkFTkolJck6qg1LKldk/DwCAar1Ihqj31UlJrGgQ0b6Ni3L5uHP82jySkAnDxxggNhYVydOYveRUWgUhGbnMKaTz6hyo8/lsogXrFuMycvXKNGheiSYKlKFWKZMLQX0qiXqOh0gSBwSBA5c+g0tVu0IDQ0FI1Gg8vlQpZlJLcbURDw+dkRkJVF5oSJ5AsCvYozMcy79zD11deZ/8UUfly6BqNex9ODJpIUH8/O779H0ul5dPRLJdnDNStEs/NgOsG1OwBgTNqH1eGPXL5t8XMgk3V6G+b0GxhDyyGUrY1WdpN6YCn60HKIKg3WS7vY4c5nz9B3qB6q4at3x/LF7PlcTc0j3FfLhJeG35El//7oIYz+YAbpVoFgncKH776MoigsXLaGFTt+wGyMQXE5CK7dgSyHjQ1bd/JYr99fXeHwsRO8OG09Qkxj3GFROI//RLvWzSlXPYgRT71UMm7hinXMOJSN6F8TRZF5ZuKXrJrx/l2zOL78fin5ZVqjFQTwDWHtqcO8WJwd83vp3bYen62LwxVaHXJu8FAjb7CTFy9e/jj37dQYNmwYu3fvZuDAgURERPzrlTEvXu6HXfsOcfD4GRrUqkqn9q1/e4d/MYMe60Fa9nf8tG0NeVYFWVZjPbyK4DoPoPEJQp1zmZZN/vPyUx+9MYrPZv5AYmYKVWqE8OzgT2g97F3cMZ7m9W6HjdQt03Dr/NAGRCHmJRBZJhzRkk0dRcGmM3OkfN2S+fTWTPIL8qlXoxJX/ZrhthXhKMxC1JoovHkaS2YCsstR4oRwFOVgy0vDGBpLQfxZXDYLjsKskvlklwOVwRPVogBFKZcIa+CJStOYAnFl3SD10HL0wWWxZMajuJxYMuIpvHkW5RcZJZJGjxRY2mhT3C4Sd3xPZMt+hNbtRM6F/Vgy4xGAxr459OrqaVY+avjAkn2Gvfoh6WGtEQSBiJhGpB9bh6jREVC1BdE+iXRpUYevfliGNiASf30BV0V/9CExxTLokPwjyLE5iAD8KzQg7ehaFJeTiGaeRuFph1ehC4ulQR2Po0qWZZ4d/wHH8kygKLQMd/Llu+OYPGspOZGtEYACIO3gcsIr6gAIrNqCrLM70GlE6jeueOt8FYXPBw+my/ad+AsCK1esoMu8eSyfOJH2+/ZTB4EfrBYGGk08mJtHgtVcSimu1aQJtdavK3UNGw8dwtHMTOypKfwQEcljk97nm2HDCMjKJkxSsc1mJUgQqFZsWK3WalCsFvwEkVYGHW5FYda0aTwyYEDJsfq/9hqLfXywfvQxPROSyHjnXeZcvszwTz5G1bMHjX+YV3L85m6Zrbt24SqOHgOortYwQRSILCxkqMFIriyz48QJNBoNUVFRAGyeN4+LX36FzmbD0qABI7+dU+LcuJ1zR49iXLSYV/PycSkKP/n58cTc7+4wbtLT0yksLCx2OimlvhOKt51uN2ank6UWCwJQWaUi1de3lEMDYNPcufRN9DhF1EDnuPPs27yZB3r0uEM+gJD27blw9DjVnE5yFAV3o/uPkFZbrKW2xaIigm7blgQBncNbH9eLFy/3xmtf/DtQq9UMeuutf1qM/3oOvPc+fROTAJDjzrPsjTd4/rvvALhx6RIrXnwRfVoaljLRPDF7FuGRkf+kuPekXIUKXH3rTWZMmEhAdjZXXU7eFQQkSwLKzXgWjRrF6OXL/6O5L164QIPzF271F7utgXmK20UjjbbkPVBDrWGSNZ+hajVGQWSKABW6d8O6aw9DrnoCcKq4XSxwOUu9O4yCSBNJYqq5iEe0OpZbzPQ2GLHKMsssFuqr1WTKbq7ZXFRU3ypZJAgClVQaWmh11FVr+Lggn0CNhgy7nU46HVpBxF+6peOGSBKZbjdhkshLudnUUGuIklR8XFDAKB8fgiwWRJ9b2dj+CqSmpJDqcDLbZqO/0UhllZolVguVY2NLAlEaNG9Og+YeuyonJ4fsoiL26zSUs5hJD/DnifnzSso0nT15kszkZOTy5Vm8fTvxTidHbDbcBgPjZ04vGWfRaphvMTPAaMStwBzZRdmXX+aoycToYcM4sGULi+w2sp1ObLKMQauhd7VqXDx3jnrx8aDyXKd6VhvvvDoed1ISglvmYb0ejSCgcpQuvPr1dwv48bQF0b8Cm/emcjN5DuNHDgOg/SOP8MpPS3AfOolTUnM8pg7VV6xk/7L5JIWFkRsUSHRyCjaDgfRy5YjPPUmMAltsNqqo1PiYzWQAFOvgRlHk4okLXL52k1dHDqegoIB+T48jeusaxilOHMCXe/cwZs0aJEmie+e2xCcv5FT8SdSCm5ee68mpC9f4av0eBJ8I8q4ew2XJw52bBKZgtMExqI3+hDZ6hKTd8zGElsORk4SmeV/cKi1HrQU88tQosiLbIhmiOJlrJevtz/jmg/GlrklUZARLvn7njt/E2+NfolzMUqadlJEM/p6fRUE6wYFV7vYTuicL1+5EiGkMeOxHZ3g96lUpw+N9epUad+TcNUR/T9N0QRBJVQLJyMggPDz8jjllRSz125JFNY771O17P9yZ2OgIdu47SoMH6tK2VbP72t+LFy9e7sZ9OzU2btzI+vXradHCm47s5f8X3y9eycw9KSjBFVm98gKXbybxwpDH/2mx/hCDe3dl2YlM1IUW1AZf9KGx5J7fRXk/gef6d6V61cr/8dySJDFuROkIvgi9TGJx5JnisqMKrYRvWCx5V4+h0gfjzk1g8+JZqNVqFEVh8KgJHLpUiNNhw2XO5c2NkQiZNvKOzUQMrYguIJIiq5XIeg0IqNaCjBMbEUQ1stOGb3QNXOZ8rq/9AklrJKxhV3IuHiDj5CYknYmCG6cILVsN8DgAEnd8X0pWQaWhRoiDuJunQB9AVKt+JQ6TpF3zybl0kIDKTbHlpuIoyCSwWkuyzu0koEozLGnXkd0u/CrUJ+/yIULqdiKwWgvsyXG8OqQXI4YOuOs1M7vFXyzUCAiiRMGxFezTw+YbbhRtDZRze3i69wN8vuJgSRoyUFyG6pbjBtlFeBNPqSBBEAip0xHlzLKSCKRFy9dwQq6AJsLTd2J/Xgqbtu3EKv8iAuc2kWS3C5MtjYG1a9Gz2DEDkJCQQPk9+wgodh70TE1n9uuv8/ChI0QWZ8c8bjCyzWYlzM+fStWrc+H0aa6eOUuDdm2J/EUkn91uZ+urr5ISn0CEKEFGJpZej9JchB/NZsJEkfJqNad9faFNa85LKloOHcK8p5+hT4EnYlASBOqkZZCeno4ILHp5DJmXLiHdvEktUWKBy0lHrY70pUt5Y/4CLG4nxwSJn5P0r6lUlKlZk/CuXVk+4gWqxcdzPSKMclWrMmTPPkRBIFySqLlzN3Fnz1Kzdm3y8/O5+fHHPJqTB0DB1m0s/vRTBowvbbAAHFu+nE55+QCoBIEG585z8cIFatepUzJmwXvvI//wA/42G8sa1KfXhx+yaPceeqWmkSEKZHbuRHZSEquGD6eKzU4rw60G4On2O2sEa318MCtKSSRbvijiExBwx7if6fHcc2wLDGTzgYMYy8Yw4hcN0H8P2hbNSb5ylShZJlEUCejQnn1JibSy2jGKItvsdqr07/fbE3nx4uV/Fq994eX/E5qCgpL/i4KApjjTAWD1K6/Q79x5AJTMbJaOe4WRC+b/7TL+Xjr278/VWbN50Grlk4J8VlutCEA3vR59RuZ/PG9wSAinTUaqWz26TG21hmm+PpTRqEkNDiEoLQ2KdagCWUZSYLPNSl+DkV5OF2nNm1NzxcqSRfbKkgqjILLbZqWNTk+eLJMuuylSFMIQWGOzoFHgFbudLFFgko8vEcWL4fPMRZxzOmjv1uIvSWS4XMjFQSVGUSQqPJw2U6dy49ln2Z+TQ6QkYXcqVDB5jv29uYhX/fxQCwLzi4robTCgF0WcisI7+XkUKTJxDgc1NBqssoxbdjPy3Hk2KFDZaGK7zcYhwU6sRou7V887rtWR7ds5OWYs1VNTqex0EiFJ9HJILP90Cg1btGDu668TMn8BYQ4HZ/18eUit4TGDiaLijI6Nn3zC8cVLkNwuiqLK0E1vIKzYmTRGFpn45Vd8dfwYer2eoPBwcmSZ5lotUZKK1TYLyTdu0KRjRzYEBFKh+FlOcrtoEJ9AtErFZcXNIouZaqGhxP5C/t1nExH96wEg+kaw/9Kx0s9Bi7YsrzwQQRCIWfUhb7s8fX1WXbvOwOQUTKIIuXmstts5//LLfP3BZCwqHRVEifaim6V2Ow0kCUkQOGS3E+PKZMfeg7Rp0YR3vvyWzJvZfKV4nF1aoPXJ03wz9RsW7rtEptmJSmdCLEonukJlpi1czyfjn2XJ9uNkqtQYQmIwhLVBFxiJosikHVlNYNUWFCVfJrReF3SBkRQmXSDvylHctiIkrYHM1HTCyxZXEdDouZbm4P3PZ2K2O+nRsTlNGta/52+ioKCASmXLUPnAWi4UhIPspnWki/ZtWt51fHJKKq99Oocch0iUSeSzN1/EaDSSEH8DJboagui5xy67mdMXb/DLVY0QXz3uNAuS1mM3mtwFBNzDZujftQ3Hpq/DEdkQtyWfhqFKSV/D+6F+ndrUr1P7vvfz4sWLl3tx306NgICA/+gF9keZPHkyK1as4OLFi+j1epo3b85HH31ElSr357n24uVebDh8CSXYo3QRWI4tJ47ywm1r9ifPnOP7lVsRgGf7d6Nq5Yp3neffhCAInjI5djOBVT2RPiH1u1LWcbokk+DP5ONxQ3nprf9j77zDpKiy//1WVecwPXmGCcCQc84gWQQTiiLBgO6uOaKuOWNCFFQwYUIUQUEJCiKScxpynhkGhsl5OocKvz+6bWRN666uu99fv8/D8zDVVXVvd9Wtuueecz5nGl7NQHaCme2OJBoK95I9dBKCIOIJeLj3iamkpSZjMuhxywIJXS+keP1cTClNqT64FjngRxD1NOkUlnqyZbWhaPX7NOozBnNyY5SgD701Hn3FfnzeILbG7Qk2VFJ1YC1p3UcR9NRTtuVzLJltqMrfS11lMcbETEzJjak5vIHEdgMJ1Ffi93o47AyhGeMQRCHq0AAwxqdhSsyg5tA6nGeOkN77cixJmejMdvIXTyO992gy+oULHLtLjuOtKMSc2oRmGUmYTIaflRTokB1PXlENOlsSSsBLyOukct8q4lv1pkEQsGeGo2WUhEa8tfAzrhnak/eXv481oy2BhgpCPhcZiTayG3YTUgXqXUUEXbUYHSkABBoqCbnduN1udDodC5atRGxyVnJMMDmorK6lY3Y8+UWVGB2pBD31+OsrKd/+JZqm0rlJEp8smMnKtZtoNXQimiUJi+pi5sN/IyBJ0Ug6DVAIZwN8j04Q2G+zMuT2WzmxZQvq9Bm08fpYnppC91kz6XbeedF9a2trOVV0hsfjHCz1ebnRHJYLaAvUGgwYJInqNq2567XX6NCzZ/S4A2OvxPvu+1hEkTJFYbNeonVZGd89/Qzjdu1mgdfLBGt44b+PwcACrxe/38dtNjuIRhZ43LxjTyI9NRX7qFH0a9uW5Y89hs5iZuf5w7nltVdZ9upraBs3R9tUBRAizpzKykoyIw4NgDhBIFBeHv37cG4uSx56GH9VFbUJCQxQVSyiyI5AgP2qQtKk69l83gBuee01ysrKED+cw+BAAIC2u3KZPfleGtU3MDsUwNmiBdNffZUPJk3ihqoa3pdDdFcNWESRtfEOuv5DLQ2AK265hVfWraPn1u34JZGTF1/EHQN/Oets+Lhx8A/6xb+F6595hqWZmRw6epTkDh249m9/Y8x99/HUlVci1NXTZcIEJt1z9798/hgxYvzf58+yL2LE+CMIdGiPp7QMqyhyWhRx9O4d/cxUWxf9vyAIGGtr/4wu/iaCdjuLfF5us8fhEEXqVZXPvR4MTRr/y+fMyMjAdOutfP3BB9gDAUrO688j771HZWUlGRkZbF++nIUvT8efn4cWCnF/XBwy8JXPi6lJE0YNHMji5GTaRhwf+4MBKlWV/cEgX/l8gEZLSc9st4uuegMORPYEg0yOi+NTvz/q0ABoqdMxwGBkld/HiZCMS1O5yRqW1SmTZcpMRvYvWMChzp0Qdu7iaknHsVCIz7weahQFq3BW2soiipgjc0a9INBMp+MvNjsfe9x87PPSRBL5izWcSX6h2cyXXi9jLBbmuN005DRh6mOP/ei32vXa61xWVQ06Pc10ej7zeuhuMBIsKmL9mjXoPl9EV0UFSUfryio6RwJgbKKIQ5QoWruOG2zh2i4zJAnDD0wUPdDd5+Ol8eOZsWkT+7dupZkg0D1S5+Mmi42H77qLU2PG0PLhB/nopZcIVVQRp8iMjdQPOSnLhKxW0t98k9bdu/HtF1+Q1aIF7Tt3RiecKyUoajKPvTSLylo3+vwDtDDr0TcYkbteQXwoEN1PjfT/e9IbGjjm8pJjtHGVGmCXKHFvakvSkVh0eg96BLIkicu0IKeTwlkxTr+KYgwXjzdHrk+9KLJo8yGqZRtpfS+jInc5qQOuwy2IHNdUHnrpHRLsFjyJTfFWnMSUGM6iEgQRvTUeT1kB/poSbBnhupU1h9ZhsKeQ0T88J1db96Xm0AZSInUfi04VsCy5K6LOwObZ3/GSqtG3V/cfXeM9+w/y95mLqDZmY/VbGN9RIMGRTK/uXX82c/H+qbM56egdruGihHjkpbdolpVOns9O3cZ5JLYZQMhdi+p30anNj50pf7/tek499hLHixXMksJd44dEa5/8Iz27debt+8ws+XY9aS0c3HD1j4O5YsSIEePP4Dc7NaZMmcITTzzBRx99FI0G/k+wYcMGbr/9dnr27Iksyzz66KOMGDGCI0eOYLVaf/0EMWL8CuI/yL78MJa98FQRk1//An9muIbJgalzWfDCnaSmpvwHe/jbSU1NZUCWxLKqcyeU/yiv9HtQVl7BtQ++jDOhA/6aYs6UFGCWVMxJOWczDUJBVh4+RWKvHmhKiNqjazA2TyWuaWdkTz0JbftjTWtGQ+E+Gk7uwdGsG4IgIunNlG5bRFq3izAnZ6G4Krmu/1DW7jrGvhI3psQMEtv0R9QZMNiTyOh/FWXbF+PI6YqnPI+0Vr3Rm+3U5+8mb9Hz6K3xmNObozdaSO02itpjW/HXlWNKSEdTlbCMVZkAqooxoRFVu74itVEj6v0qcU06Ete4Y/R7663xuIqPUnNkA+m9LuOtvQr7jk3j9SkP/Og3euSuG7G99wlfrl5GSciOwZZAfKte+GvL0NvORsaIeiNefQLlVdX0ap3Jkco64pp2wmTQc2lzBa9fxhvU0LfKYdv+77BltEJTFWRvAyS34e2PPiP3aCFnkgbQsG8VKd1GARqJVbsYPepBAoEAcyc9htMUj7fqFE0uuBlBEAm5a6g/tZp7nn2Dleu3kDXi1miNkr9P/5i/XHYphxd+Qaos823L5kx6aSovX3gRbaqrsYsilR07MvXrr7Db7czq04fL/eHC1oMrq3hxwgQa6/QEUlO45dNPyWrWjDidhEkQ0ME5E/YUSSJJFKnVG6IODbfbzaJpLxP0eHm3ZXM4cJB0QeBGQeDw2HGUa2p4ceAH5xEEgVpBIEeQotvGW2280rgJt61dg6Zp3NmxE/rTp8mUJMR9+/isUSPOv+lG5q1Zy5jCQuoFgRMjhjO8ZUsKCgpITEzkcMsWdDmRhyAIvB8KYlr1HW/07ovl4gspn/sx10fkmDYVFzMtKYn+Pi/VmspNZgtUVVP95RK+aNmKdsOGkuj3QWR8mAUBcnO5ymAEgwnfqSI+f/llBH8AQRC4zmrjG7+PEzYbf/3wAzr26vWje0yv1/P3hQvZn5uLwWTiwo4d/3AZF0EQuOyWW87ZZrPZeHnlyj+03RgxYvzf4c+yL2JBUzH+CG57913mPf00Slk5Sd27Mfa226KfBVu2xFdwErMg0KCq0K7tn9jTf44RzzzNgpEXRgtLx4si3oREbnnrrX/rvGPvuxfPLTfj8/koO3mS2cOG06S4mEWJiZz/5htkXHUlZ56ZwviIg0EHnLZaGPviCzRp0gTrNdfwwYsvEtA0nKrKc/EJGAUBRdOY7/XQSJK4UGcmO5LNIeLmLZeLNElks9/PAFNYyvRwKEQPq5EcvZ733C4eNNvZGAqy0e2iQdO4plJjw9KljNDpyJNDzBRF7jBZsAsC77ldGAQxGtDk1VQUTUOKBJYJEZvrWquN991umut00bmqTwtbZPmyTNvERLJuve2nfiZ0/yDzowPqVBVPfj5nrrkWTVYgIm0aBJZ7vfjQ0ID8UIh0SYrOBW+TZZ4DHlbD8+bXXS6Gm034KyoB6DJoELnPPR9tSxAE2sgKI75ewQdFZ7jI42WfInPlDzKHJQH8Hg8r3nyTbcXFDC46Q57ZyP4bb+S2sefz+PvLqTNk4giU4Ww4w6r4bohGA6pRodv6D7jOamBX43jOWETy6zRaiAIWUWBbKERfvR5V0zjRvBmFS5bxlCBTJwisScgilNSU4royKlWVHEmih8HAhzYrk8eHHQzdWmaytyGOyfk7ud1Zzvv2NPZntMZdVIwxIxxIJhnMUTtVEEQqvZAgBqjb9QWeqlISWvdDMoQletWAj6T2g0ho3Yfi9R+jhoIkdxhKyFMf/S1EnQEaShCLtmNR3Tjjs6KBc6FGXVi6dvtPOjVmzvsaT2Y/zICvwcS7KzdgbzeE2TvWcEWHnTx0x4/rG9X4RYT48HUVJT3lLpm9205gazMYWbeb+hPbsBj0TBzWlYlXjv7R8V8u/44yl4JFLzKwXSYXjRjyU7dflHZtWv1bKg8xYsSI8Ufwm50ar7zyCgUFBaSlpdG0aVP0ev05n+/Zs+d369wPWfkPiyMffvghqamp5ObmMvBXolBj/O9y6PBRNu/aw4Ce3ejQ/o+d9F93YV+e/2wrPkdzjM7TTLzo7IRj8YrV+DJ6RV0BzpQurFi9nusn/jhS+r+N6U/dT93dj3Kg+jT6pMYYKg4wbvxPa1hqmkZNTQ0Oh+NHY/unCAQCvPTmh9R7QmzftRu583isgog1vRkVuS60ukJknTu6f33+bpJ7XRkuhK0zYOs4gqo935A19AbKty8mqcNgABw5Xajctyp8TOFeJHMcjRslkBU6QtHhPdglmbRBoxnWvRm5eRuR9GkI0tnHmagzktplBHFNOxHfsidlWz5H0BlRfA00v3Qytce3kth2AA354RTohNZ9qTu2hcq9K1H8XvwNFeirihB0JiQtwA1XjuK2SeMYfN0DKKYEyncsDcs+aSoVu5cjSDqC7jr01ng0VeGbbYe588np9OnUkquv+EGmhCBw943X0qVdK256cS6aYMJTlo+vphjZ00Bqt5G4io7gqShAUELsNQ5HyrbgCG6mm6OKLq2bsXzzPiqyhiNKOjSTgF7YjTW9OYgimgbl279kd66fAl0OxqQU4lv1pvrgGjLFOj5+83ni4+MJBoNkZ6RT72iN0ZESnczrbUmUaikUH6vCmNYi6tAA8Apmbp4xg91jx1JRVsbtF1zA29ffwINeH0arjXxNw3rpJdjt4egzQTnrJJzldvGoPQ5jSEYrLmX6RRcz/fgx6NSZE0eO0kSnixqXdapKjapysdlC7ulTQLiY5MwxVzD+0GEMgsBHcgg0jXERI3eA388hTUUjbEzWKgqJksRxUcRx7TW4530a7cv+UJCOF4xAVVXu6tMX9dQprrRYaarX41FVnnvvXeIXL0YSJaa1aMZ5V1zJlaMv5bURI2hbcJKSpCRa3HorX+3ZQ0VREd0OHaZ7gxManHz+5lsMVLWotu95RhOb/H5c995L26kvRfuQDHyyYD4X3/g3vurUiVYHDmIQBJbbbbSsOWu4mkWR2lOnOHn0CFmBAN2MRrqYzRivnviTDg2A44cP8/rEiZgCAdKHDaP9rFm/NIRjxIgR47+CP8u+iAVNxfgjMBgM3PDccz/52U1vvsHchx9BKC1B16IFf3n6x9r6/2206dKFxH59YMcuIGwvJHTvFp3z/TtYrVasVisfX38D44pLAIE+tXVMm3gNLRITOBkKRZ0EJbKMkpxEv5EjURSFCXfewcOfzmNiZTW7g8Gos0ASBJyqSpWiUKmojJHCjgQFuMlmI1unZ3sgwGy3i5OhEA/EOfBrGgFVxa0oPOVqIEPSUSjLvJyQyHyPh2ssVgRBoLfRxIduF8+2aE7c4cO01ukZbDbzideDVRDJD4V4zllPtqTjjKJwsy38Gx0JBilWZEKail/TSBJFVvl9pEsSG80m7p/zAW169ODtO+5AV1dPfO9eXHHnnQiCQOKokRw7fpw2wRBHQyFyA+G54g1WG9/6fJxUZE4GAtSpCgWKzM02O90imRbr/D5qIlnWqqbhBjS/n3dkmeZ6PXfa7XwX8BOMFLLv1LUri3r3ojp3L0miyBdeL/2NJuyiiDU/nxYhGVlv4GuflwtNZk7LMvuCQUabLWxZvZqxNjuCJJEalFn66QLG/v3vLGnbkhN5+SQlDmXCCwuji/xiix5s3/8NT9WdxpBkpnD8RB7ZcILkqkJqHWn4NY0xulLis7P4yzPPMOWCsIDs84lNOTnmUVJFCU1VOPNFAxNqT/N3ReHhOR9it9vx+/0cPXkGQ005+9NzuDGrA+l9ryDRaCFBVSj69h2UoA/Z54rWbFQVmfJTJ6jqOpaEngbsfg/y3oVYs1pSfOYM1iZd8JTl4604id4ajxryY81sTcXOpWiqgiBKeCtP0TIzia9mP0JDQwMXPfhO9F5X5SAm3bkSwKWlpSiKgszZACxn4V6Se10RdkTZk1iWu417/H4kSeKLZStQNY0rL72QVLNKQ0SmWA0FSDFrHCx0E5cN8S16EN+iB13VIzzzwB0/Gndnzpzh9eUHUCMBm0tOltF62UquuHTkvzOcY8SIEeM/zm92alz2M8VG/9M0NIRTTWOp6v93+WzJCl5beRQ5sSVzt63grpEnGX/5RX9YexcOH0yH1i3YmbuPrp3G0rxZTvSzJlnpqHlVSHFp4Q3uSpo37fKH9eX3RBAE5rz+PF+vXM2xglOMHHcpHdq3+dF+FRWV3PT4DMrVBKyqi/uvHs6Fwwb94rlvfPAFjlq6IulNlPkO0kg4O1HTWxNwl+cj1JVQsmkBOpMFQ8NpVPk8JH044kUI+RjQMonDp/ejyudGIXkrT1G5bxWhijzO69aGIpfEYY8Vt6sYc3IT7n7uLfRxqSihEOaUJlTuXk5q9wtR5SCVe76h8fBwREu4lkhTgs5qNIM1rBuqqog6Y3hbZBJqScpEX3+KCqeHnFG3obc6KN+5jED1GQqKSrnm7ieR0lqT3KoPwYYKTq+YiSmlKRkDxqEzWXEWHcRbUYjrzBGSul3CLuxsWVPIJ4tv56qLhnLDhCui361tyxzMccmYWoQlweKadKR8ywJqD62l0YCJJCnnUbb5s7OOmia92Ll3ITvr4nB7LGjHt5LUbiBCamt0RzZSuX81ksGIpmokdxrK0foziNQhAQZ7EkntBzMwrpC0tFQgbGzfP3EYr85fRUFZJXFNwzUe/HXlaIqCr6YEQVMJOKsxxiWjqQpJUljzuEekYKGiKNiOHYsakC0Egbw9e6Pf0XHpxeS99wGpgQD2H2RQCIKArbycTcuXM33Nau4dORLvvv2IQT+fe91cYLZwTST6q6GungcvuABHYhI5uXswmML3zXWSjje1s04Tj6pSLQjM7tyJdJ+P2T4fHbt2pXG/vrQPBFhvNvOGy0VQErCPGsWTDz7I+088wd+KzrBJb6BpZPFspd/HE2Yrpoi+85eHKhFKy3ln8WJuyStAEAS6Vdew8KOPuGfbVj597TU6HjhIkaKwMeBHDyxQFO602bGKIsWyTMDlpN3zL7JKU+lsCBssh0JBOh8/wYf33scdixay8MWp4PPR68orWPnUU4QOHkYvCKxzOKgrLuFBj4/dAnzp9VKQmsKM589G0P2QUCjEa8OH84AgoRcEVi74jFkWC3dOm/ZzQzhGjBgx/iv4s+yLWNDU/19omoamaYii+Os7/0GYTCZumjH9T2v/X+Xi559n/h13YC8tw5WZyZXP/7TT5l8hGAziihT8/p40l5MiWSZLkvjc68UoCBgESJQkpg8chKWmBmfzZlwydSr5199AjaoQ0jT0goCqaVgFkdvsNryqyhKvB6sosjcYZGIkIKaP0UgznY73FCevuZx0MhiwCQIFisL9djtN9Aa+8/kokWUMwrkZxTLQcOwYlmCQUiBdkrg2cl6nqpAXCrFfDiAi8I2mofp95ABPOuI5HArygd/HTSYLD9jj0AkCK7p1peeQIbx82eVctWs3OkHg5Jq13P/2O/ScNInxDz7AusaNeXnqVPrkFdDdaGCM2cK+UIgMncSFkey2HQE/DT4vXfVnJXV7Gow8HvCR5/XQVBCoNBqxhoLc4zibId7XYGTteeG6DYIg8PRXX7H43fd44+WXuV6WaaLXUyoIyHFx4K+ijV6PTRB4QifSxRvgEXscZapKbST7I4rPh6IoxMfH06tnD4LBICbVy/cWn6qEMPvd1Gka1rQ0BnXowqpChYpuowDw7v2aoy36cuF5XUlNS2Pwnbfw9oMPU+BoFK0XIYgSdQmZJDcU0zEpic827WV7XhEnTpeyTW6F1KoTjVqqlG5ZGK0dEaivwKDJhHbNQwhoVO1fjWQwoTrLSYszo0WcLjqTlYyW7Vg28xHuefJlNrkSqS/IJbVreOG/IndF2OnUYRDF6z9GUxUM9mRuuLw3oVCIjdt20j0xwO4zuYT0dpqoxTRt151PPv+SKy+9kNsffo41B4uRDGbMnhJsHe2Q1AxVDpzzO2qCDr/fz02PTKPA0gkEgUWrn6Rriwx2rfwUwWQnJ14kmJmOL6RibAhLDLtObGbsraN+cswdPpZHrU9DPhDOXE9s048jBae44if3jhEjRoz/Xn6zU+PJJ5/8I/rxm9A0jXvvvZcBAwbQoUOHn90vEAgQCJzVZnT+oGhbjN+Pn6sf8O/y+bp9qGndEQE1vQML1+3+Q50aAI2zs2icnfWj7WMuGcX2/a+yubAIAY2L2ydzXr8+f2hffm8uHjk8WiD5p3j2jbmUpw9EEES8wGsLVv+iU8Pj8ZDn0iE5wgvN9uz21B7bQmKb/sh+N97KQhK7XIA1ozVBZzUEfdzVfyDLN+8gX9ccUQ4wINnF68+8wUefLeHBaRuoz9uJOa0ZFbu+wpLcGElnwOKIpzpoRG42ADugCCKCINJk1B24S45RdWAtNce2oAX9nFr5NqChBAPRya6maXhLj2NOb4niLyLoqcfRvDsVu78mrllXSrcsRAl6iVfraN+2LR6dA1N82HnVqO8V5C16np1FPkSDA4PVRNW+b0ntOhJ7eg4JXS+KGsbm5MbU5+ciSiI6czgqy5CSw4nSfJ6bt55FK9by/AO30blje2pqalAtydHfUjKYaZpkJthxXDSLJanzcDyledgbt6f26GYSOl+BZDCRmBnOeAk0VKG3OvAoIkabBXQ6NL8XNRQgpOnRle9HVkGzJBE8uZVTXTpy86MvMXnSGNq0asFFwwdz0fDB7D90mGkfLqGqwUf5ydOIthQaD7sBTZUpXv8x5qQslNrT5C45G2kE4ULxNbqzUUWyphFyOKJ/X/3YYzx9Io/T27eT4HXjVlVsooiqadSrCmf+/gAJ6elkIHC1wYhoNLEvGGRrwI9TU/nO60dQFG4/eBhJEJivqhTLMlk6HT5NI6BqbAn4yZF0fO33ca3JzJnjJxBvv43b7rsXCDu/P+vXn8maBjYbPlVlc8uwBm4oL48USUJBw69pmAQBAQHTD55l6ZJEU4+boycLznnGGX1eNE0jLacZ34SCOEOhqDEb1DSedzlpJ+koVBXO1+tprddjlmWe8XpIjUTL3Wyz8/Xhw9hsNm54dkr03M0WLmTRc8+D30fXK6/EO3MmANkR/ebEunpm3XIL50+eTGZm5jlRkrm5uVwoq+gN4Vf7SJOZJ79cTPFdd5GVnf2zYzlGjBgx/mz+G+wLiAVN/V/m0+eeo27RFwiahnX0aCY9/dSf3aX/KZq1acP9q1cTCoV+Npt71bx5FK1Zg2y1Mu6ZZ3626PD3KIrCrJtvxrxtO2eqKjgl6Wmq11Mqy4Q0Dc2gR/KLDDWaSJMkGjSNuS4XN9aE65Aou/fw9dKlVA0fRsnSZSzweBAFOC3L3BLJkLCIIqcUmb8YbbTV6/nW5+MCc7iQ81Kfl556IwgC50e29TYYec/jpr+q0aAorFJkahWVg8EgHQ0GahQZVdNI8fm4L87BvmCQ1T4fw81miuQQ5YrCFVYrG/x+imUZf+9eJPn9DDkcLg7fXm+gpU5HoqqSryikiAIH9u7lhfYd0FdWoYvUNGgmSTQtKyfjzbdY1aQxI8aPJ3/DRpoVnqbAH+IFVwOZ4llnCoSLra/1+dgYCDAoEgj0jaLQZsQIJm3cHJ3jvmY0khcM0DKSzbEnGEB6/33mCALXT5mCKIpccfNN9Bl5AYsffYxDbjeWHt25fNAgFk+eTJszxeRnNOLaJ54g9+VXkApPscLn5TKzmW99PkaYTJQpCvttVkyRfkA4qOryrll8suFbZEMcliMb6aS5WTViOPfccguiKHJ3dS0fLl7B0aJqJHsy24sDnFh9Cod9A1IgSF+rlcL6EvIiQWmqIpNcWwzAwVoPp7wtUA7WQmEBUof2QFhWSvE2oKkKztMH0RSZlKF/Rao6hlRTQ3KXs3Umz6ycRWaHcPaDpmnE6WR27dmP1WIi5dhqAnFna2qaEjOpPriOQEMFGQPGIRnMeI6tp1PrHK66awqljk4QyKZbYgmTbxjK02/MY+ZeDUFUeefTmyjyGknvF7b9fNXF1OxcgJLeAQ2RmsPrSWw3CNVbR78sAyvXbKDA0gm9NR6AIqknB9evJqn/NQDUVxxGrSgltdtIGgpycRUdopExyNCB/X5y7AmCCCEPyZ2GoSohKrYupO/jf/3F8RojRowY/438ZqfG9+Tm5nL06FEEQaBdu3Z07dr19+zXL3LHHXdw4MABNm/e/Iv7vfDCCzz9P5DS+7/K8u/WM3PhOnyKQNsUAzOn/P2fkiz6Z9G0c2tcaD+z338CQRCY9vhk3G43oij+R/Wefytut5tHp71NjU+labKFp+69BZ3u14e6TxYQ9Gcj17yK9IsOK5PJhFEN4I/8bc1oScXXK/DVlGBKSEdnNGFMyAjXOXCkoGkqNfUlzH/9abbt2IXVYuZIfhG3PvEqVgM8P3kS05bspfbIJlI6D8ecHF6E9ZfnUVF2EHNmuB3ZU09yp2HhPlaeounIW6LySRW5KxAkiZC7nqI1HwAiqCEs9nhUJYQhLoXybV8gSHr0ljh8VUUktO5L7YntSC0HcyatGXbdSWqPbiax7QDq83bSZPhfo0XiKvd+C4KIKgdpk2bi9ImNWNoMBkA59i3dUizsKz4rt6WqKp6Kk2QNuoYao5U7X1/KK7fKJDpsNBTsxJzePBxhlLeLxoKCPxSI6rYqXif+0kPoLXEY6k8hGYZGz2uwJSIX7UZ1V+Bo0Qt7VlvOrPmA7GE3IErhMVgX9KK3JBJw16Fr3IN8RxcA7pw6h8WvPYTNZqO2tpb3F36D3mDkgh5Z6AO1VOWMCDtWJD2pXUcSX76Nl159lKSkpOh3EkWRlXPnYq2uZZ7HjVUUOZmVyRMvnM0gWPLWW4xct54sVeUdBJZ6vZhFkVNyiPOMJvrWN/DFwoVkHz2KGLnHuhgMLPd52RcMEScKXGO1IQkCxbIMmsp8v5cMnZ7Cxo1Rgn5W+nwEVI2pCQkIgkCTQIClH31E6K470ev11NXVkepyRftkFkXUunCBTkPTpnjWb+Rik5kFXk9YukuRWe8XGGwy41NVtgcCdNcbkK02DgWDdAgEqVVVDvsD7Fi9mtWzZtEfgQM/eDgZBIFO551H82uvwTNlCgMawu1bBAErMMlmp05VmOv1YImL+9G4iouL4y9TX4z+XXz8OId25bKnrpZLTWa+9Hkp+HQ+6UuWsj49nZYPP8Sw8eMBaNy4MfvR+P5t7NM0WlbXsHrkKJo9/xwDR/9YTzdGjBgx/pv4M+2LfyZoKhYw9b/Jro0bSXj3fQaFQgAc/3AOG/v0ZuCon45i/v8dWZZ5d/JkhMNHCDgcXPzcszRv1w7gZ229NZ9/jvL4E4wKBJE1jXfy8nnwmxW/GPi2aOYshq1YSYIgcKHRzNMNDdhEAYsg0Mtg4Es5hJiRweyKCowGPe0nTqDxym+hqhoIy0zp6+t5dN48bu7SlbG1dWwPBKhQFL7z+9AJ4eLRHkHEJoqYALekMcPZQEiDoqwMKkIhJrg90T7FSxLZkkS6JLHG7+MxRzyypvGa00meLGMUoKPewHE5fC91MRjID4X4e10tSZLIg3EOBEGgvU7P/fV1SBs3UqhpHDYaaR/JoDAmJLC+ro62qszHXj8DdDqOuFxIoggRp0ZQ05DRaC7LrNq7F8aPp9fECSyaN4+brTY04KWAn0WKwvmiyKaAn/xQCJcgIKKxyOuhXG8g8eoJeNatZ7XfxyiTGUkQaOlI4L26WloFg1QpCk11OuICIfa9+Rblt99Oeno6AJlNmnDHJx+fc81arlvHyYICejRtSnx8PO169+bla68jcPgQB/0B2ugNLPb5qJZl2oy84JxjV8yZQ+mUx5kYDHJar2foS1MZOHr0OU7kC4b0Z8a7iziv9gyW6lMcSGlKg8nGptxDNF77FZfIMs3qinh84dPszmxPfEU+XepKecaawJ7GXUkEJGsitQ31xEdkpRQ5SLLgpWHRcwTSm5M28OpwY9nd0Uq/jLatBH3oknOozF2BZLQge53065bOvW+vJNSoC3JOBnVrP8Sa0w1BEDDYE6gr2EV8TjckQ9gpZm0zmGdnzcXbdgwGUQJbInvKfTz8zEsUZ43EEHFKFIcSMKelR8eHOTmLWp2dzEgWiL+2FHXXR4wdeR733XEfC75YBufUDRTBnBT9OxTfFAqPoKkycU07UbV/NXWKzDWTp/Dc5Bto0vjcoM0NuYeJbxvORhQlPY7m3cjOSPuZkRojRowY/738ZqdGZWUl48ePZ/369cTHx6NpGg0NDQwZMoQFCxaQkvLHFk6+8847WbZsGRs3biQr68cR9T/k4Ycf5t57743+7XQ6yY5Fq/4uBAIBXp6/Fl92fwB2Bzy8/NYcHr7rxt+tjcsGdODt9cdRklog1eRx+ZCOv37QH4zNZvv1nf5k7nr6NQ4ZuyCadRyrcaO98jbPPfhjLc1/pHe7xhzYVYwYn4US9NMuUfpFQ0SSJG66pDdvf70Nry4Oa+0x0pu2IWhOJlCex8U9czhWtQ+X+TwEQcBcupMxN1yPXq9n4IB+fPrF17y+oRQpuR1aUKFwyxbevucyXnn7QyojTgQAfWIWat53uIoOY4hLChfDjiDqDAQbqvDXlWNJbQKAo3kPjPbwJK9k03zS+05E0hlQgn5Offs2ORfeQaCuDHfJcaxpzajL24nRloCr6BA6kw1rejMaTu5BDQVwFx8lsfXZ+iPm5Gzq83bS2rWDWdMf5/CxPOat2MSJE8eoCghsOVGJOakxVfu/wxCXQt3x7Tiad6Pu2DYEUUQyWvnsmw2MHtQDb30Vp1fNBgQMcan0Gt6DE6d3cFxtghLy4as8hckaj/vEZgwJ2TQcWoOjwzA0VcFec4Av33qKi257FnOT8LjQWRxRhwaAZE3AVXIC2dtAeu/LotsrTU05dOgIffr04pYnZnA6oS+CQeLQiSqaGnSoIX90Yi6GPLz62B106dyJjUuXkvviVExuN77OnTHU1TFW09AsVoLAtwkJOH6QqVG7fz+9NA0EgfEWK6/5fSQJMNJspp3eQJ5Oh2Q0Uuz1QcRJ6FFVGkkSQ0wmToRCVKkKKZrE+oCfqyNaxjsBc3kZY0wWgkYzzwWD59ynodJSnr7ySia9/DI5OTksaNOGrocOoxMEdlrNtIksYFzz9NO8U11D/erVlPu8pOh12AjLFjxXX4dRFOljMDLP76PRVVfi6diRV554ktYBPw84BZaMn4AWDNLRHsf+UDCq91yvqlg7d+LCCRMo2rmTsoVf0EjTmK8oTDZbEAUBs6Sjjd6A9aZff15e8re/sT4pGe3OO1nkcmERBO63x4W/c3UNC6fPYOi4cJRXRkYGnivGsPjLxSQrKsflENdYbZjqG1jyzuyYUyNGjBj/tfzZ9gX8c0FTsYCp/01OHT5M10AAItm1LWSZjUeOQMyp8ZN8/PQzDFr0ZbQw+Pw77+L+Nat/8ZjTa9dxQaTWg04QaJKXR1VVFampqT97jLeslIQfyJOaxLAs1ABjOMDnsNvNJEQwmlBkha8qq/C3bk2gsgqjIFAqCFi7dEWn0/Ha9m08M2wYPfNPYhCEaN21FT4v9Xo93wX8GBGoVBUaBIFrzGa2l1dwhcXKgkCAHEmHKAis9HnpZjCSo9PRx2DkXbeL5jod6ZLEGIuFfcEggUjQV0DTorJYDknELoicVGSa6/SsCQR4NM5BeiSwbJbTSaIgkme3UxsKcYMggt5AQSjEqoCf9no9iqbxiceNVRA4Fgpxlz2Ok5JERuewTOzBTZv4m94QDj4CbjMY+eziC/ngy8XcaTLj1Bt4w+1idXISvUePpnPjxuhnzmKi20Od0cQ8r4erLVb2KAovmi286XYxzGSmZ8SR0kVReP/FFyn7dhUWfwBjt648vfDzc+Ta7HY7nbt0YePXX1OwYwfVNTWMPpFHM0mPatHxvsfNcKOJj1KSuemOO3ht/ASMlZWEmjThyPp13CXpiLMa8Koqr095lstuuOGce2LP3n0MPLiFe7Rw2FxufTEPepxkDBqPqgsH3L1uTeVUm/OQa8twpDWnuLaEdJ+LlIoCFEAJ+smoKyZt80zK01tSUefG1PFCEoJ1BKoKz2kvLd6MeGYbIdGMtT4Ppc0wDLawkyXkrKSo+iChRmF1Bp3RirVZDwpXzMSe1Q7NVUGqRSIgn3V0a6qCqsjwA0lmWRPZedpJZraIqoSoObQBBGg4sZ24xh0QdQZkrxMt4Kb64FrimnbGWXQIS1IH5h+ROXjv07z9/IN8seZZiqSeCIKI/fQaxPiz61rm2uNMf/I+3pi3jE25h0judiWS3kSepnH/S++ycNa57y272YDaEEDUh6+9WfUSHx//s2M1RowYMf5b+c1OjTvvvBOn08nhw4dp2zZcuPnIkSNMmjSJu+66i/nz5//unYRw9NSdd97J4sWLWb9+PTk5Ob96jNFoxBh5Scf4famtrcUtOaIlrXRGK5UNxb9rG9ddNZo2zfeyZede+l82kF7d/3PRen8mp06f4f5p71HlE0k1q7zy4I0/KYn1c5xxqojp4aGtM9k4WeX9p4678ZqxmIzL2H3kGIkpRh6+48FfPWbimIu5bORQ6urqeHzmJwSMXbACtOzF8dKtvP/ULcya+yUqcP09V9EsJ+x40DSNV+cuQeoSLrQuiBIlITud27fm9Wcf5fpn5xDI7A1A9cH1BIImkowWfFVFNDF7UU5vxuNoScPJPYgGC7ZGLWgo2IPz9EHSul8Y7Z81ozWBhgrcpw8h6o3oDGaqD6xGlPQY4pIp37WMpiNvjfapau9KUruNAlWh+uBa9LYk/LWl0UwNd+kJzGnNKK+o4o7nZmOQ3bRtksbywmJSh96MqDdSd3w7ensCBlsSAbsDd9EhMgdejRz0UrHzK76q0bPiu3Vk9LsKc1ImmqZRvO4jdu8/hixI+PynsKQ1I7XbKPy1pbgOrceW0Z66vJ2EDq5F01RSEjIoK69CkH1hqa+KU1hSGlN9cC3JHYeihgJ4Kk6S3vuycAbCziVk9BkDgCVQRZMm2ciyTGFtkOrCb5CMFpSAj5ymcTR37eKYkoWo+BneRKBL504Eg0H2PzOFq8orAPCsWcvLNiutQ0GaSjosoojMWcdCVWUlR0pKCfg8NCgqyZKOljoddX16c7yqmhOqStwlF2PX68mQRD71eLAIAqWKjF4KP1Va6fW843KyJxign8EUdVz0Aor9QbDoMAgC3Y0GvrFZGeX2UK0oHPb7Gbh5C7vOG8TXo0Zy04L5fDHlWUSvh1YXX0y/keEIKEEQuGP2OwiCgNfrxeVy8eXzL1DzzTdoZeXcH8miGADM27cfqVs3/qZBuU7PuoCfATo97wcCzHA5GWEyMcvtxpKVRdZFozCnpDDnyac4/6abONS+PQdOnkQ7eBByz9YckYwGmrZu/U+NzcGXX8aKGdMZevQYebJyjhPH7PWiKEo0G+vet9+m9vnneWv0aP5SUBjNgpFkBZ/PRygUIu4nMkRixIgR48/kz7Ivftj+PxM0FQuY+t+k74UXsuLt2VxUHY7wX52UyJCLf0mU9f8GlZWV7N20ieYdOtDin5xzACinCqMODQB7adkvyk4BkJSIT9MwR+YdNXFx5wS7fM/mb7+lIDeXbuefT/sLRrJ9yVL6uD3sDQTQS3oypLPSpvYf9EESBPS1NVw/bx7zHn0Usaoae5cuTLj/PiAcePbc5s3MmTWLS198CQB3pM5Da1XFKYpcbLYQUFWmuZzsDQbJlCTMgsBok5kvfF6OBINcabHSMvI9jYLAIIORrQE/q/1+gmgYEZhos9FJr2eux4VTVXGrKo/GxaMTReZ63DTX6TkeCnJhRNIKoJvBwLtuF6HsLBoVl7Aw4Gek0cQJWeYZRzyCIHAoFMSpqjTT6clr0oR1KcnYhw5l4sSJuN1uNs5fQFtFiTpKKhWZ/N17eMFoQhQEknU6rrBYUGrrqUlKwrVnDxdGslASRBGLycScfn0QNmykSBSxCAJNfpDN30gUyXvvPVpJeiZareRu2MDzN9zAYx99dM41/HLWLGzTZzAiEGSO30czUyQYShBoZI+j8NFHeOfmm3j1qnGM3boNURAIHjvOaY+HuEiAoEUUSXS6+EcEReaioAsi16A7Ki2D5dx2wwS2pMbxyn0PsK3tMIx+Fw57Arfu+pIB+ojtUHmCWfMeoXFDGdP0Igbg1aKTrBv9FHpHChqgumrRKk9ASkvksiM0Mqr0apfCjVePISkpievvm8KR2qYImkZnQzFpjTMoDihnZY3lIJn9x1F3fBuOlr3pY69kzckA9QW5GOxJOI9uZNEr9/HgG1/gzhqAGvBSvXsZKb3GULbtC4yONJI7DUUyWlBDASrWf4gjLZtgbTGNRtyGqDdRvG4OjmbdEM12BHMcRw1ZzFmwmPmvP8XczxajqAqTnniJr79bz+KN+xA0jevG9ad9u7a8+VxbrnvwZU58X79SEKj2/7iG0OSbrmX/fVPIDyWjVzyM69WYQCCA0+n83e2EYDBIRUUFaWlpGAyGXz8gRowYMX4Dv9mpsXLlSlavXh01OADatWvHG2+8wYgRI37hyH+P22+/nU8//ZSlS5dit9spLy8HwOFwYP7BhCHGf4a0tDTShRoqI5Eqan0RPQc1+93b6dW9a9SZEQwGf/QirKys4oMFizHoddx6/YT/E/fC469/xJnEvgiCQJGm8diMOcyd/tg/fXyCQeX7KaKmKsQb/3nhrmvHXsq1v7G/FosFi8WCxrkTJlkTaNI4m2mP3f2jY5avXE1V0EBKJC0YIFRfjt1uJyEhgel3Xs7kZ9+gOGBFCXrJHjIpPJlMy6HkoBut8BjB0EFMSVkktg5HzyR3Goq7NA9/bRmmxEYAuIuPopzcQ/bQSYiSnqQOg6nY9TUpXS6gaM0HWNObR/skCAKaBtWH1qGzJRKsL8eW1Y7a49vQ5CBK0IciBxFEiROqSN7BQnyVp9mQ0xlDk55U7f+O1O4XktC6D9UH12Jt1Ip+HZqyr6gBX00J1YfWkT3oGkS9EVUOUrX/O8xJmeEslrQcTrj9BOvLESUntuz2VB1YjSEuFYMjhdKti3A060ZSu3ARP2/lKW548g1CplTqtn1BateR+NUQocJtVPmc+Jw1ZA2+lob83QTddYSc1Zxa+RZGIUTnFtmcOFlEo0aNcFYWk9r3agQxHPlUsPdzdi55l4OHDmO1mGkZqT9RV1dHSn199LeyiiKWykowGPnC50WvQXnEiD20fz9vXngRrb1edIKAW4NrTWGnxK5Dh2m1dAntIhFnB3buJG/OXCa63SiaxjcmI9XVNbzpcpIu6UgQRfyaRr4s0z4y9qsiBRu/pzwQYNTHc5k2YSLxPj9XmMx0iDizK79dxebBXzH2ySeYe/c9HHl9JnsWfYEnFCRp/wGqJQlvYiJNU5KJ692bW16dwZoR5+O++ppz7tdQaSlN27VjoRyiswa9DEZW+XxkSiKjzVZmup0kX3YZT378MdPGT+CSTz4lThT5eulSBn40h9W7dtNpVy7v+rxcZ7FSpaqszEin7MYbWWUw0fWeuxjwK4srY154gQOXX0GyqLI/GKSzwYBLVfF263aOvNy271ZzfPs2TJ27crSklPaBIIeMRootJub26IkxJFN/Xn/uevfdcyLvZFnG4/H85AJEjBgxYvzR/Fn2xW8NmooFTP1xyLJMYWEh8fHxv3tmTlaTJvR++02+evttBA16/u2v5PzEIr/T6URV1f8TEcv7t21j622306esnN12G0fvv49Lbr75nzrW0LwF9WvWES8IaJqGKyvzVyWGJz7+ODNP5JFw8BAem5UO99/3o7Hy2bSXSXjzLYYFAmyf+zGJz04hZdpLrFi8mIItW7nD7eFjj5tsqw69IHDCoCOoaRgEgTpNRde6DVarlZtefRWAM2fOsH/vXtp16IDBYECv1zN89Gi2z3qTxn4/S3xexlms6AUBRdOY7/VwjdVGP6OJgQYDszwuBhlNJEoSnfUGDAjsCwVpqddTpSgcl0McB66z2bnaZuc9t4s6TaVGkalSNTIlPTfazNQqCh/7vFxvsaJp8KXXiwWBwlCInMjvdlKRaavXE8jPZ6LFypcaTHc5GWo2R4NVOkQyLc5cfBHT33+fT56ZgnPdBmbu3EWdTs9DJaW87vXQ12AkqGmcVGTk8jJUQYxaYSEN5nldtJj3KdWhEKN+ICXst1rJ6tIFZdV3FOr0JAoi8z1u7opkAK/0+xlntlKlKHzgdnOz3c6O3D0/utZVy5fTO5KVY1NVfKqKOTKn9GZmcOPNN4XlmktLo8E1BkHAqSrnSBtXiT9WBOjcrRvz4h209ISD8vJUFX9qExYsWcHEMZcw//2PeGTnQnqh8IUqoCoh0EscD4XwKAoP1J+hkSRhjLRxd8DP9oOrkQdMAEBVJZ4d25m5i5ax12mgus1FfFXt5fQr7/H+y4/z8atPsXnrNkRRon/fvzD58Rcp37WEuJyuBN21CKKIMT4Na0YrEmoO8OyUZyl/dAb5nhBa2SHuuXokPbp34+PnMrj02tsp9WgYM9rScHIvmqqiqnK0YLmoN9KhSzf+Pm4Q9yzMj2bK27La4S45QXyL7ngrClHkAA0Z2RiNRm68bnz0txp76SjGXvrjbLM0m8ia1R+DpiH7PaSmJPPIizN5cvJN0TH52dKVhHQW0nyljOrVhjmLV/DGl5tISW/EX0Z04sarr/zxIP8X2LozlydmL6FeSCBRq+WluyfQpWP73+XcMWLEiAH/glNDVdWfnNTo9XpUVf1dOvVTvPXWWwAMHjz4nO0ffvgh119//R/WboyfRhRF3n7qTp5782P8qkS/no2ZOOaPiXgqLSvnjmdmUe434NAFmXLbWHp07UxlZRVXPzQdZ9ZANEVm0z3P8NnMp//nIwAagiKC7WwqtlP+cXTFLzHlrmt45LW51AclGlk0nn/yrj+imz/isoFdOfH1IZSUtqjOCs5rfa5BGgwGWbV2A2aTkaraOhLanUdl7gr09iRkv4sLWsVFF2e7d+7IeT06sqo+k5JNC6g5vAFNkUnqMBi9NQFXrZms8/9G+Y4l57QhmazUHtsMgohkMKMpMpa0nKgskyCI6Mw2BEHAktqUQF05st+DzmQl6K5D8bswJqTTcHIPpvh0AvXlqAEfmYMmIggiVftXE9+yF3pLOIKlbPtiktoOQBAlQp566k/swNGiJ1pNIS2cFqY9dCsTH3iF02V5WNNyoim+os4QdeYA+CpPYUlrTtqQSWiaRumWzzEnZaP4nFgzWpHS+Xw8lYXUHNlIUruB1BxahykxE19JAdlDbwjXLYlPo8Fbh61FH2oOrSfQUAWCiM5kJa3nJZgSGhHyucjdvphJj7/BU38tomnTpjREIo8EQcClWbjh78/z0oM3k552Vi4gJSWFomY5qIfD9S8OyiH66PW0MxhoZzDwgdtFC4MBRVF4/8qxPKyBaLGyJxjAqaoUKjLNdHqy/QFKCk9FnRqdevWi8pmn+OrT+aiCgGXAAOQXXuBagxG7KBLSND73ekiWRBZ4PUhoHA6G0AF+VaNWUzmDEC443r0badt3kvmD91MysDo3l1Or1zB6zVp0gkD+/gN87vNg1empDoW4t7oGMS+fou07+UwQaT6gP/WSFC1KXiXL1DfOplOPHiy32+kZMeKutFpZ6PXgEEW6GYwcLyjgoxkzaLltO3ERw+7iqmo+euEFem/aQhtJwi1JzPW4qVdVOp0u4hJz2Kj56tHH6DBgAPHx8QQCAb6eOxdNVTnvssvQ6XRsX7yYnVNfwhXwkyqKnA7JLI130O+6a7nz4Yej33fp229jmPYy5/sDHDAaWNa6Fd/qdLQfNowur75G35AMQM033/LlO7O58tZbAFj96accffkVHG4P5e3bcvsnn2C1Wn9xvAeDQTavW0dcfDw9evf+xX1jxIgR49f4s+yLWNDUfwdOp5M3x15Fh0OHqLbasN16M1dOnvy7ttG5b1869+2LqqoUFxdTU1MTrRcG8OHDj6B++SV6VcU5fBi3v/nmL8qw/rez9fWZXFpZBZJEqtfHl3PmwD/p1Lj68cd439mAdvAQAYeDsT+omfZzmEwm/r7wc3w+H0aj8ZzAie+pWbKEAcEgCAJ9XW6+/nQ+N3/5BQMvvZS3Lx+DcecuxlmsLPN5ORkXx18Xf8XKOXPQVVSia92KSVOmRM+1YOpUtNnvoTmdvJudxYNLFtO4cWNymjVj3+S7+fCFqchaWFYUwpkeFkFkgcdNqSITRMOjqLzobEAvCNQoCkNMZupllQfra7ELAumixDU2O4bIOa632lji9bDI56VOVXkoLh6AREkiR9JRqigcCwW52GLhPIOZGS43PYxG/JpGS0nHckXm9kh9tKEmExeazazw+6LfyamqyEOGMPnDD/li5ixazZ5N48g8/S1NY1cwyIiIE0ZE44gcwmQy8bLPx62CSJ2isF8OcbPVRn1pGXuCAeYIAr2NRooVhUqjgZrDh4kTRGo1DScamaLEq61aIOw/QEdB5IgcYpDRhFNVeclZT5VRz759+2jWrFk0gr8yEGCN30dLnZ6LzRam6yTaJ8QTiHPQ97FHo9fem5GBeuo0YkSqq1qRecZZT5ako0JRsLRuBcCWFSvYO3MWulCIhBEj6DptGh88+yy11W72Ne2Or981zFp5gJ6d2tK6uIh+ggoIjJNgql9hIHAoFOQKi5WDwSAu7ew7w69pyA3hTHPZ7yHh6Ga6d3mURetysSa3pfb4dtxnjlCKzOV3PkvfNo144PazBbNPOSGt5yWUbvuClI5DMcaH606oQS8JCXFMm/0pH7/8EOXl5SQkJEQdsms3b0dpfymN48P1SepO7CDkqkYQxahjR9M04g0aNqsNUfFH2ww6q2jUdwyCKGFJa0btgdVcPLT/L46/QCCAJEmoqsrXazaT0W8SksFEQ+F+VEnHd87G1D89gzeff4gt23fy0sJNBFQ95pRmvDB3BRmDriNeVSjdt4oPVu1nwuiRPym77fF4KCwsJCsr659y/k7/eDnuzAHoACfw8odL+GR6zKkRI0aM34/f7NQYOnQod999N/PnzycjIyzJUlJSwuTJkxk2bNjv3sHv+cei0TH+fDIzGvHmsw/84e089docSlIGIAgCdcBz7y1m8Rud+eCzxTizBiIIIoLOwClTW9Zu2MzI84f+6jn/m8lJ0FMW9CMZTChBH00Tf5uTpnXL5nwx6/fXez52/ASniorp17vHT6aljr5wOGkpCazZspuWXTO56rLrop/5/X6uvucZTpraIShB2pNHolNG3/MSVCVEXNk2pjx0bkbHtZdfwEc3PETWkBsQJR1K0E/V/tX4qk6jixRZU1UZb2URltTGNBTuQ1OCaFXFhAwOJLOVtB4XUZ+/C1WRESUdmqaiBHz4a0uRfS4CzqqwrikqvpoSRIMF58k9NBkenswqQR9n1n0ULUQuiGLUoQFgSspC9rvRWxzoLA78NcU0N7tY8/X72O12npk2kzM1buRAEJ3JiqapCEJ4MusuPoYS8CJ7XXgrT5E9ZFK4DUEgucNg6gv3IUk6LClhyS5rag7BMwcwFa7FHJ9GcpcRVB9Yc47BrYh6VEUmudMwitbOoVHv0bjOHMGUEM5c0ZvtmJOzSGx3Hq/PX8iQ3p3Z6PUhGcyoSoiQJnLc1pMHpr7D3OmPA+Fn7/ufLKS091Bm6Yy0TIxn39o1TJaMvOlyIiDgVhUUs5mSkhL6uN2IEQOsm8HIjkAAkfDEfUPTJvx1yGAgLGH35QsvIoSCDHj8MTr06AHA35YuZc+RIwwymdELAlYEtgUC0XdAP6ORHcEgqqZhRaCLIDBz7FieXLeON26/g33ffMNkexzf+P0clYPkf/IJF3fqjE4QqFIU9oaCPBIxQue6XVSpKmmSRGNVZdnUqYTedtDQpDGLS0rR+30UJCdxyeWXc6awEEd8PFRURn/vUllmhstJP4ORe4uK2fXKDOrQ8KoaR+UQCYLImfUbkH0+Tkk6MiSJiyOOjDV+H2dkmWydjublFZw+dQpDq1bc078/bQpPkS1JPPnQQ3SOi2dNfS0tNbjPHr73QprGN8OHM+nxx6N9CQaDfPfii7RpcHFAVah1alzt8ZIiSXxSeIpeHg8Ywk61JEHAXV4WPe7oS9MYEym6GdixiwXPPMNfp0790Rj/Hrfbzb2du9C5tg5FgI9bteS17dt/dv8YMWLE+DX+LPsiFjT138HC555j/MFD4QVoj4cVs9/D+de//u4yKIFAgBkTJtAqdw9Oownj9dcx4ZFH2L1lCxmfzKNDxIFWtuxrvu7bj0uu+635y/89iIpy7t+y8jN7/hhJkrhp+vR/qd1fcgZq/+DoUH/wd4vx49hx5AhdnS5aOxyk3HoLXXr1okuvXtF9GhoaCAaD6PV63B98gKG+DhGBiSWlvNGzFwldu2JvlM6YKVMIBoMcefoZQhHHhqppHA+FGG02EwSSBJGb7XG0iDhTN/n9CGgcUmSmxyfygceNEfCqajRYxY/G3lCQtnoDZi18zu8zEWpUhc0eH0NMJprr9KwP+KmSQxRIAjZBZB4acSnJbKmuwamqJEZktrIkHW/5vDisVho6duT5RQsJhUIsf+YZno3UFgForyockEOMNJnYHwrSRqcnSRBo7/fTUxDZGPCzKxDg8TgHLuB0MECyJHGR2UKhLNNVb+C4ouJZt467I4vVqqbxgdsNqoZVVakWNMZbbZQpCkEB/m53IPuDTB1wHvakJC585WWQdDQ6XUQ3g5HdgQBfGfRcMvVFLhg//hybRFVVzC1b8MrevSQAxUYjvT1uehpNtNKFHUCzZYXq6moOP/Qwl9fUApCfn09w2jT01/6NbTVNoucLOJqw9+BRdPpzl68CaY243d4EqewEl2t+Ouj1zPN6CKgaNlFgfSDAbWVHeWf+45S36I2c04PVG7dhElWq9n6LPbsDsqeO1G6jKAM+P1HKyb8/RUhvRy+oaN46xEQD6T0upvrAGhLbnYfiqcNfU0JZ89GUeINUP/MaH7z8+Dn9Kigqxxh/NvPPnNIYd8lx1FCQotXvY4hLoZFZ5o6H/kaXzh05L/k7NlXkoUhG/DXFKAEv9Xk7AbCZzaSlJv94PGka8xYuYfanS2gQHcQ54vGVHkdOboNkCN87jpzOVB9ci71xe05Whovbv/TWR4iJ7UlKz6Fk4zwyB0+KBt4ltR9IyYE1jLrpce6/9mJGjzr7/t2z/yB/fWY2cmJrqCvkmRsu4PKLfjqTUlEU3vxwHifLajCcrQOPX5V+cv8YMWLE+Ff5zU6NWbNmMXr0aJo2bUp2dnZYIqeoiI4dO/LJJ5/8EX2M8f85bllEMAo/+Dv8MjQZDKhyECmiGYnsx2Ix/dQp/qeY9tjdPDX9HUrqA2QlmHhy8n8m0+KXmP72R8zfU4NsSSF5wVpmP34TOU0b/2i/Pj2706dn9x9tf/fjzylK7I0xcq32nq7F2JBHTe43iLKX8wd14PDxPLbM+4IOrZtR53Sz5UABktmBKIUfU5LBhBryE9+iF3UnthHyOsnoeyUnl89EU2QMtgRSu41CLtiMrvl5KAEvIXcdSR0GU71vFYJOj7v4OPq4VOrzd9Oo92VomkbR6g+Ia9qJlK4XUJ+3C9nvRlMVlJAfndEacYZEnKqiDn9dGaaERuF0/KJDOJp3A6Bi99f4q4sxNbZjMpnYuHUnH607TErPy6k5uhm9JZ7K3BWIkp5QdSEGRxqapoXvYaOVoLMGQ1w4YtBfW0qoIh9SzpXB6NQ8g2tH9OCpNeGJvyrLVO1fTUrn4QQ9DXgri/BVFeFo1hVRhIbC/YB2Tqq3KgfDmSuinhcevIPHpr3Fih3H8GIiudNQBEGgynd2vD06dRbfVSchWbuhtUymWQ8H7m1beamykgxJhwAkSBJSfT1JSUlUJiRAgxMIF/4+CqScP4xD9jiuvP8+HA4Hfr+f2VeOZeKx40iCwDdr1qH/9BNad+zI0CvGIB85wiceNz5Vo1SVeTgunoVeD1dHij6eZzQx2+PmLpsdQRDYV1XNG5PvRd20iVRJ4qGGeh6Ki+Nii4X8UIh38/IYoKjMdru4N+6svNIEq41v/D4uNVvwqSqJwSBDvT66eLzk3n8fgbp6+syfT+vnX2TV7Hep79aN/HXraB6SWeX3c57JRIOqsSHop1pTuchk5lFBI9/r4UKTmUI5RJuQypU2O0/W1/F0fEK07W4GI3uDAbJ1Oo41zqZXTg6PDhvObaXl2MwW3ve4yUBgf001z9rsfBs4G8GlFwT8RafPuTfmTZnCFV4fsl6HAT2VqkLjSObT32rreM5ioVNIRhAE1iQk0PvyywFwuVwkud3sCgQoUmRkIHTq1I/G8A954aabuNblplmkwPuhk4Us/Ogjxk6a9IvHxYgRI8bP8WfZF7Ggqf8OBK8vGlEPkOD34Xa7f3enxucvv8IV23ZgEUWQPWx47wOKr7uO8lOnaCqHIBKUkaZpHCkt+V3b/k/Tatw4tu8/QB+3m0JJwjLygj+7SzS+9hq2TXuZ9m4PO5KT6HrzTdHPho8bx0urVnHyu9XoJIm4H8ieAsx5/AnUzz/HpMic6N6D5nV1VKsqV1nCmaV3ahqf79jBxSYzT65bT/smTciXZV5yNhAniNSpChmRgt82WWRbIMD5P3DAtNHrORoK0VKvRxAEHKJIsijygcdNlqSjv8HA8mCA5+MTWeb14BJgltvJaLOVUkVBLwi00hsYEQleGWuxkh8KcZ3VTqIo8pnXQ6iyijE2O2+4wjJnsiDQx2jkeMvmmBs1whGS+fbjT6h1u0gOBKjQ6UkVRb7y+yhQVcpMJvYHg4wyW9jq97NLlpkeuWcvNFswEZbpWub1kqnTU6IorAoGudRo5D23m4GaSkEwBJawI0cUBBokge7Hj9PWbOETjxuArQE/V5ktCIKAHrjOamNzQwNfP/o4zVo0Z7Q/AKLI+WYzBW4PZ555ls/PnGHcA2eDHT99/nl6z/2YSxEIaRoviwIWUaJ1xImUqdPRIhAk7/Bh2lVUQmTO2iIks2rvXgZcMppln+xATQ5nc1ga8unT4zp2XDWWvTPfoJ3fz+bEBFqMHc/e2nQ0ycqjCx7hVsVHpsnKDBXu1ULcYLWhQ2GdKKD0DKtKzF+9k7cfv5nl1z+OIIqYU846T3TxGazauYPUXn3RNI1g1ZfUnZqPIakxWsBFi9oNHC4oRkxqj6csH2ujFpyqPJsZkl9wkvyTp+jevjmL5u/B2rQLAHXHdxBwVmFNb05c4w64iw/jMSTxl5mrCBTP4N6rR3F+72Tun72K+Nb9qNj1FRkDxoEgUL/jsx9lMi5YvJxX531NhQcS2l5AoPIUtYIZObE9wfry6H6aqqAp4UztOH34fVcRsoJJwF1yHFNS9jnvQU1VCLpqCPYby4yF6xk17DwMBgNlZWVce/eTGDpfhjU+DTJa8vhbi37WqXHrwy+wlzY0yHrinNUY45JRXJV0a/Zj50yMGDFi/Dv8ZqdGdnY2e/bs4bvvvuPYsWNomka7du0YPnz4H9G/GDFon51AXlEtki0RJeineUJ48nbLpPFsnvwM+fpWIAfpHVfFef36/sm9/fcxGAw8/9Cdf3Y3ogSDQb7ccRIvDvyn9uNE4M4npnLPDVdhNBgY0K9PdMH8eF4B737+NQICt04cHS0MHgzJUQkoAHdFIdael5MeOW7FwfV8d3obUqP2zJ39LZZGzTGmdEQ0njqboqsqSAYzgfpysob9haJv38bgSEWUdGSPuBFJb6L64FoMPifeigLUUICGwn1Y05qhyiEC7los6Tkofh9pPS4CwlkR5uRMElr2BCCxTT8Kl88EVUVvdeCtLsIcqufM2g/RW+MR9SZKtyzEnt0OTZFRQgFOLZ+JMaERCa37ktbjYvbmLufvz0zDao8Hgx2ApLYDaCjcj1xbjLlJZ1LOv4Uz6+ci6vWYkjKxNm5L6dbPsWe3RRfy0jpBoedVF/D2l+so37UMR05XQmVHuOmuMezdfxBPeRWyz4UpMR2DPZnqg2vx15WjqiqZA64i6KzCkpiJrXEH6vK2U7LhEyxpzQj5GrA1aomz6BDXDO2GwWDgpUfvxv/ENLYrbRB1BjRVIe0HykO5p+qR0sIGhZDQmDW5O2njD3CzI7xAfywUokxR2JGfh8ViIXj++cyd8xFWUaBQlplisfKBx0O3Hj1ISA1LWh3IzaXf4cNIuvA9Maq2llWffUbrjh255K9/ZdaXi5mQX8BSn5f+RisGQcAsnI3mK1UVBhqM0fuui97AphXfcKfFAjY7CzxukiLOsBZ6PVmiwDuiyHCTiSJZjhpUhXKII8EgsgZOVcEUOV+iIKC5XIRWfUuXYAgEgVE1tXwlh1Bnvs60F1/kyoKTHAmFaK83MMQUT4Uss9DnxSjL3BrRJm6q07HM58WnadgtVrYGA/SLZEtsQqOsRXPWnDpFo9JSpvbtR8vyclIixvAtNjvTnA3cZ4/DIoq4NC0abVgqy9Ru38GHDz/MDS+8AMChb1aiVxTSRIkFPg+9/0GGr81FF7FcENDJMl2vuZq2XbqEv2tiIruSk+lTV88VFiuapvHhwYO4XC7sdvtPPhOcFRXnFJZsJulYnpf3k/vGiBEjxj9DzL74/5uOY8awYfVqBjld+FSV/M6duaJRo9+9nZCzIezQiJDi81FXU0O/UaOY8/pMrjpTjCAILE9LYdSVv4+m/J/FkCvGsC+jEd999x0Zbdtyw9ixf2p/AoEAjTp1ou61VzlRVcWwQYPIbto0+vm2tWvpunoN7RQVlAD5n3zK+gEDGHzRRRzat4+EuXPpEck2ab1hI+8EgnT8wbUUBAEd8LXfz52aRmJ+AVc44pnibGCMxUKmTscZOcS7bjfJkoiKxrc+HxdEHBvf+HxcZDazQQ7xqtNJvapwjdXGIw4zNYrMUw0NNMrI4NW0VBoOHWZKnAOfqjKlvo5kSeJeRzyfezznfOcUSSItkpFxtcXKVFc46Ke1Ts8st4s0SceBUBD37t20F3UMNJkI7t3LyWFDaS7p2BTJvuhkMJApCAxRVfZqGiZBYKjZzN5QEFnT0EXmr6UWM0f79uHk+vUMFnUMNZmYZzHxapu2KJs3cyAQoEiW8WtmTIJAjSITr2gEQiHSzBaGmcys8fkwCAIeTcMWOW+dqtLFYODLinLKnfUgnp0DJqNxodPJxrdnc2bCBLKzswHwHThIGgL7gkGOBIMEXA2cQeRjt4tkSaK/0YQ5oxEBj4ddqkJOZFnqqCjQpEd3BvTtxe2lFXy1ZS+ioNElQ2X5zbcAGsK11+BKTqLvsGG88vES6o9uQtOZ2NexL9fXNWDuPhox5OOLr6ZRo8FOVeBgj0vxnjqAzmwjJAl8980qglVncFsSUOUQ9ux24fu0vhK9Iz16TwWTWhGXFY8xLokqdy25Thuaw0Riq17hmokH19E+PTy3f3vu53yw6TQhazoJrjyGZepYsuUzAj4XpuQm2LPaktb9QgDiW/Wiat8qUpv3RGvWnZfmL+CJ64ZjymyLt7aM9N6XRYuTO3pcQc9RE2jash0j+3WkbYumvLr6FLS/jFRNo2L3VyS1H0TZ1kXorfH4qs9QkbsCc0oT6k9sx5iQQf2OBbw//SE0TaO2vAijrTF6cxzuosNUb5pLYt/xaKpM+c6l4VqWgoBXstPQ0MDBY/k8+dFqjN3HUndsOyFPPdZGzVG0sK0xY/Zcth4tRS+o3DH+Ajq2bcWBGgEpy05yp+HUHd9K1Z5vaJ9h4+FX3voXnh4xYsSI8fP8ZqfG95x//vmcf/75v2dfYsT4SR6562+Y35nL8ZIjpCToefzu+4Cwduv8159mw+atmM0m+vXu9T+tfftr+Hw+CgoKyMjIIDEx8dcP+J2QZRmP242sk0jpHB7z+Se2c8d7WxAFjRZvz+Wz2dOpravnlhc+wpfdH03T2DPlXRZMvYeUlGT+MuFyVt03lfrMcP0Tu+Y851oFVAFdYlMAFEHCmNIMJehD0zROr5qNIEmgaQiiDoM9EWf+bgRRh6NpZ0S9MZqtk9xxKCeXvkxK0wSUgJeM/uMwJ2UCULJpAUntB+MuPoqnNI+guxZzcjaqHMRdegJ/TTGqImNwpJDabSQA8S17UbZzGUadnrQe4eiekM9Fxc6lADgadyDkc0YnqACS0cK63ce5oGdrNE2jPn83cTldEAQwWawktu5LQ8EekjsMxpwcznapObIJW1Y7bJltaKsr4dNXHubae59FikvFmtaMhoI9aA3FvLZgFUXVbtxVFTQU7KHJBTcjCCKmpEyUkJ/qfd8h6Y2Yk7KoPrgetegwOosDU0oTvGUnEXUGao5uQR900nH8vVRWVvHY9Pc5dqaKyoIN2FOzaZsZz4znH2Dbrj1MnbOMk6fLSEo7m/ofbKhigKKALmxIttHrORIKIVvCEV39Lr8M96JFNNNAAt51u/nb9p0Yduxi1uIl3P7VMhLT0thnNtM8UuPBpaoYI1kMdrud275axgdTnuXY+++THpGC8GoqLlXFLorIko4DaoCukT5VqyrpP9DPVTn3OVCkqdwUlGlpNLHI6yFPDuFWVUpkhYcc8RwPhdgT1HBqCku8XnQpyZxZtw7L6TPwA+eAoGkMufRSqgsLsU57mWAwRE5kcT9Np6M24Mfwg6wYADMwz+Mizh7H5vR0CkQRk91O2uWXcejpZxiLQBcEaHCyDChXFNIjBrAW+Qcw1mzhE4+HOlUhiEZzScfpD+dQeued6PV62pSXMcQUNsxb6vU821BPG4ORZFFkUUYjDKqCZLVx/m230rh5cwBKz5xh5l/+QuXRIwywhaNhBUFgSE0dB/fsod+gQef8jtVVVXwwaRJZBYV84vUwKZI583EoSPO0NFRVpby8HJ/PR05Ozk/qaceIESPGLxGzL/7/pOeQwUjvvM23S5YiOeK458EH/5A5fe+xY1m9fAXD6+oJaRq5HdpzX7t26PV6xs7/lBUzZiCqKoNuvJEmLVr87u3/p+nSty9d+v75AV91dXW8feWV9D10hDqzieANN5A9qek5+5w5doxuIRki172porDp+HG46CIqiorIDAQhMj9KlyQSkpM5VllBmSzTSKfjO5+PxpKOM4oSlXYSBAGHIJIiSbhUlfWBAA86whm7IU1jlsuFS1NRNI29QT+FcohiReHJOAcrA/6oNFWSpKO7wcC+0lLG+f1sVjUWeNy4VY1r7Hasgsgct4tt/gBuTSVelPCqCsIPI+CBBEHgM4+bIkVmhMlCZ4OByzQLy3xeAppGkRxCqauj9Phx9qMyTBO41GKhf0SGapnPi6QRlb1KFkVmuV301hsoibNjHTOG+K+/prWqkWMIz08n+QJMLymmPBBgiNXG5WYLS70eChQZVYNxFgtHZJlNfj9ZOh2rvB7cqsqWUJDxJjN+DU4pMmPNFrIDQRoHZXJFhe4GI/sCARyRuV6a10N1eXnUqRFKTMSlKuTJIZJ1EkP0ZtJFkTUBP7sDAXYEQ/QeMphD78ymHQKfeT3oESjIaMS0Sy7h4ylTCJVX8LfzBpDdrh37rhrHAFc4k2R7QQFt5n/Kii27yVVbkdg3rBIQt+Q5Hqw8yTfVp7EoQUosDmaMfpDA/iV4Kk6S2H4IQXcNhXs3MrXSS8ZFdxPyOindOJ/iDfMw2BPx15fTqPcYNFWhcs83IIiooTwsaTmooSCSQSal2ygEQcCe1QZ/ZSF3jB2Fpml8tv4QYnb/sGyZIxW/fJCpt1/BM+9/ha3zcGoOrYveD4IgRusrCoKIIT6dDTv2kqMaOSpakf3uaEFx2edG16w/JxvqeP3zdSTp/Bj6TEKM3OO2jNZU7/uO7KHXI4hSWIlg1WzimnQgoXVfdJY4Wuoqad+uNbt278Hc8jzM6eHnW1rPS+ge3EX/nhK5+46ypnkXnKcPYkrMpKlQT3JyMh8seY9QZi+CxccwxqeS1uNCAg2VVOdv47MlK5h/REZ0hK2yx2Z/xcKpd6JTg8iR/iW07ovi95Canf5/eq0mRowYfw7/klNjzZo1zJgxg6NHjyIIAm3atOGee+6JRVPF+EMQBIF7b/lpWRO9Xs/wIYN+8rP/Zb5PA/3+xX8i/yR3vvg+5bpM4kI13HlpD64aPeo/0heLxUKKUEdd0/Oi2xwte3Nm9fs4WvTklK0bIybdx8X9O+LJ6B2dYDnTerLkm9XceN14EhISmP/yA3y4YDF6nY4uF93BYx+tIZDeDdlTi69oP7YWfZD9bjwVhWjqGnyVJ8kaej2ipMdbcZKqg2sxxKWQHkkdTmjTj9Pfvk1im37RfqlyEHtOV+qOb8OSlkN8ix7Rz+KadaVs60IcLXvhrysjoXUfnKcOUF+wF0NcKskdh6KE/NQcXB89RhAlQs4q7O0GRrfpzXYEAURPNeb0ofiPh6Ww9JY4AvUVBBqqCHjqWVURh9kh4C7ci1Z2mMsGd2GX1AQvEPLWR2WrACxpOdQd34Zk6o4psiCfX1BAWo+xCKKELbs9ZVs+pzqtP5Y0MIb8lG9fgqv4GHGRyCJ34X40JUTF7q/Dk2RNIaFlT/S2BBqOb8We1YqQu574Fj0wJ2fx7PICxDc/Ru08DqGFSHJWP+pP7KA2pMfr9XLf828SbDkSMUGicu+3WNJzyNq9iJ4mhX2iSAtN4yufl4CqcSgUJDk9HFHZZ9Ag3hh9KZ6vvuaEz8dosxl7xOCZkJfP0rfe4uq//51t11/P6nmfYgsFye/Vk3vvPiuz5nA4uP7RR3j2u+9Yf/IkXjRa6vXMiI+na6+enAkG0AkC75/Iw+pysau6itY/MByDmspMt4suRiN7jUYSGzem/NgJWur1XGmxUiXLTHXWYxAl6hWFPcEgEyKFsQtlmXcDAZ4/eYplisyRILTW61mXmECXv/wFgCvvuosPy8op+uSTs14HwKNpXGI2863PywVmCzWqwneCwNNWO2YNtNIyPu/ZnXuWLuWuPn1pFAzSxXY2G6KPwcj2QIBhJhMLvB4uslh51uPmAasNVdMolEP0MxoZGcnm2BwIsGfrVnLatiVFENFUFY2wPFUnvYEvmufQ/vLLCXz2Gdcs+xqARRs3Mn7pEvQGAx9fPobbS8v4TtJRLsukRxw0p+12BjZrFv4tI9rVgiCw8JFHmbDvAKIgkG8wMiXgx6dpjBdE0l6Yyu2z32Ogx401GGRRn97cO3/+Txb+jREjRoyfImZf/P9Nt4ED6TZw4K/v+G/QvkcP5Hdns/Kzz8Bk5rZHHo6+p7KbNeOmmTP/0Pb/f+WLF15k4tHj6HQ6WoZk1sybR/Xtt5GcfFaKZsAll7Dk3fcZXRmuXfZtagqjIlKZvYYM4e3mzZhQeApBEPgmOYlBDz7Asdnv8UlhIdWKjD3gp63BwJFQiPNVU3TueUIJ8ZnXg0MQ8f0gAEYvCBgEOBgMohcEWuj03GqPo1pR+C7gxyqcG5hhFET6GIwccruZHBcXnoe6XbTThxemJ1ltFCsK4yxWrKLISp+XA8EQ+aEgaZKO150NIAjcaLMjCgLr/X6OhIK00xuQEGgsSRwIBmirN3DviXw2ixLf+nzMsJ4t1tzTYOQNpxMN2BkI4NM0LjeZUQU4OHQI2S4XfZ0udvxgTqyqKpXlFVxrs2EVRRZ4PeTodBTIMpdbLGwPBrnWamOeXseufn2RvllJO0HgiCjytqbSIhCgl8HEs8567rTFkShJHAwGecnpxIzGnXEOFE1jQ+NsHunUKdru1VNfZOqpQnrk7qFEVmgkSXzt89JRb2C4KZz98vacOXRu2ZIuBgNdIkFEX6WlMX3S9ZhWfINBFHAuXsLb3btxl9N11uFV38AHjz5KlWiGzuE1groTO0ivraSNKNAmUA/AXE3ALedRl5JAQ+tw4W2jIwWXswZ9VpvwfWCJw5rVGtORjbRpKMVJEEv1ZnadKCF9wAT05vA8vSJ3BUrQi97mOGdhXjTZeO/TxazbcZB6txfjD+4ZFYFxl1/Elxv3c1oQkP1ulJAfSW/CW3kqKnfnKctDCfrJzsjg0XvvYOj42yk6tY+k9oMAAXfxEcwpjdGZbKR0HIKmaZTvWEpGv3A2ma+2BFUJRTM7BEHAEJ9G3fFtJLTpT7ChkvpAAQBujwfBYIn2UdAZyE7L5pqrxuCIc7Bh3iYMjTsSKD7ERSM6IQgCCpGaMrUlJHcK19gwOlJJb9WVfcdOIjpaRs9Xo0+jpKSECQPb8MaqLUiOTNxFB4lr1o2cZF/0nqypqSE+Pj5mJ8SIEePf5l+qqTF58mSuvPJK7r47XNh3+/btXHjhhUyfPp077rjjd+9kjBj/P/Hau5+wdHsemiAwvGMGj959E698sIj6jPMwCwIhmvP+8q1cNXoUBw8f5ak3P8MpSzSOE5j59L1YLJZfb+Q38vLj9zFp+ldIjcNRGO6S4xjsyThyOgMQTMok9+C3qHYrYlwaAJqnmsaZzaPnSExM5L7b/hr9+6+ni3j2wwWISTnYOl5I2aZPURHIHnwtmqrSYDRFJassac0wlxWgKaHo8aKkw5bVlvr8XEBAb0+koWAPqd1GUd5QGa5/UVOCKZKp4S3LQ9DpcZ0+QKM+Y6g7sQM0DaMjlcTWfQCQ9CYCrupw3QmdAXdZPvYmHXGdPoAtszWCINBwcg+pghOl7wT0ljh0RiuVuSvwVRdhiE9DVWWyB1+PZLRgAgwmK7Nv7k/P7t35cvkqXvtiM0LAhbv4GLasNnjKC6g5uI6As4q40i088PhtAHRq15r9kcmpKgcwxKdGv7ukNyH7XVTuWoa37ASS0YpBC2AO1hLX+y/RYuSVuStI63ERca36kpL/JYcaZMwdBgMgJDShpmAPiZF9nacPEmio5HCVjzH3TceX2h3P8e0EPXXEt+iOcf1cXnAWkyoIbA0EeSro53G7A4soUiKHmFd4Ktq/sU8+SemNN+LcuRP5ybNF6xVg65tv4p43H23QeVy1bQs+n4/+ej0L58zBW1JKlyGD6TFoEPMffIi7q6qR4hyUKjJf5uTwxqaNvP7XvzJuwyYSgQV2G7r6Bl4xWTgYDPJCQz06gwHjkKFYJYGtBw4hpabQTBTJDQbxaxpxosCmQIDnE5KQNY2H6uu42npWbytHpyOhoQGsNi41W8gNBng5K4N75s6lWZuwASQIAn958QWOjh/HZ7fdTvPiYg7odAwNGuhgMOIOBHiivg7JaCLNYqImpJCl04XlzkpKURQFqbiYk6EQ99TWkCKJ3GqLY5fRiPmRh1iwfz/JZjPBTp14qHdvZo0bT0J5OQFVZcAPikb2Nxh46sGH6SOJrPF6OKGoWASRw6EgqZJEXJs2OJKSuKq4FEEUqVYU+hedYfWn81FFgctKwtvPN5n52OtBF4BAXBwd751MSkoKL48fj+PgITxWK10e+Du6hoZoQcwWej05OhMTQjKSIHBSDjG8rJQ+kf613rKNha+9zsT77/uVp0uMGDFixOyLGP85OvftS+f/guyFP4PlH35IRW4u1pwcxk6e/B/LqBQiwSjfY3Q5mT1yFPa4OLrcczfnXXopGdnZDP7gPZa/+SZoGn1vvpnsnHBtObvdzrULP2fZ1JeQFIW+N1xP++7duXDiRCCcVf7apEkk7NpNO72e56ur6eH3hec9eiMTI46B990uFE1DEgRcqsoZReZZRwI6QaBCUfg6UmdNHxToYzDylstJR4OBAjmEqmmUyAoDjCYkQNY0rKLIGr+PBlWjVlHoajBgjfymI80W9gTq+cjtxoeGBYHxFmt0HjXYZOJLrxcJgQRRZF8wQLwoMiwihzXSbOFwKEReKEjLiONkdyCAT1V4ydmAHoG2Bj3ZOh0fez3EVVejZGVjArYGAuRIOrJ0Ol5yubjBZqN1RP50lxCgmaRjmMPMtkCAMlXlFbOJoNmMc/kKnrXakASBoKbxTEMdt9odNKDh1Yw4NY1EoKPBwI5ggI46Pc811KMBrQeOp7y8HK/XS+vWrXE4HDy1bBmzhgwl8dgxSuQQQY2ofGmSpCPN5cY+eAgnjxyjmaJwStPwd+5M8dy53G2xIACfeNzoNm7kfb2eW40mahSFZcEA9+w/SBB4+OgJDg64Fp0ljpqOQyncu4wcUUDRNOjaGU1VyPfZSBXPFqgWTFbUUPDsDept4JXaQjroJHyaxnvFJvbFt4o6NIBIpkYAQdRTfWgDSe0HEqivxFtewDFHb077WlLvOkpCQwUGRxpi5SEuuyKcQTJxRC9eWrKHpPaDqN29BL3iR47LwltdzMnCfeGsermB+257glkffIqARlqv0agBL7VHN5PSZQRV+1Zhb9KRqgOrMThSMdkTqdy7Ek2R0VQVneKP2q/f18VoHMncMCdlceawk9senIJgMOPcvR5nSmsEUcRXXkDT+64FYO6KrbiD4Nq0AHNSJq9/+jXXjL2Ui/u1Y9baE2iqcs64thh1NMtI5tvdpRgSMgBICFXSpEkTOnXqxOBeh3lqxmzEVo1omeHliXtvobiklFufnkWFGo9NdfLwtSM5f8iA3/pI+U1UVFSwZWcuHdq0olXL//0MvBgxYpzLb3ZqvPDCC8yYMeMc4+Kuu+6if//+PPfcczGjIwa5e/dzvKCQ4QP7k5qa8oe2pSgKM96ZS2mtmx7tcpg45uI/tL0/mt179jFvTx1iVjj7YFnBGbp9t44Q0rlyTYqApmk8Nms+Fan9ATgoB3nilXd4+fHJv3u/OnVszz0j81i0cQchWaWh4CDmJn2inwuiRE7zlmT4K9laXApoDMkxccGwwT97zgMny0nqNwGAyj3fkDX0BqoPrg1PxjQV2eeK7qsqIdzFR9HkECldzkeU9PhqSpCMFlQ5SPnOZWQMuIq0npegKTKCZMBVdAg16KX2+HZ0Ziu2zDZYG7WgaPX7VOxeTmq3UQiiiLv4KEFPHQZrWP7InJRF8cZPUfweNFWlyYi/EaivpGrfKkSdHk3VCNpb4tmxBEHSkT1kEqKkI+CspnTTApSQH9FgRgn5qT2yCSUUYMqMQyz7ZDZjLhrBRcMHMeWVmXy+v5aidR9hTWtG4/P/hioHKdn6MS2aNQXgyhH9Wf3cuwhxjZD9HkyBGjRNRRBE/DUl2LPakth2ALXHtmBOysac0piq7QsRIpFlgiAgGSMFEOuLqaqpRxXjz7kGohwuPl2++ysEDQyOFCS/F6H1CCyAJb0ZlXtXYk1rThNrPKmuEhZ7vegFaCPpo7rUmTo9VjRCoRAzrr6GxrtzcRmN2CZdx6rePXFs2ESiKLJXVbjPYsVcU0PF4iVs6tgJQkGqXpxKk0CAgkAQ05yPKH/8UfS1NUiRez5D0tE4GKSkpIT0VatJ+j7zw+1hUTAAOh0dDQaqVIVaux2n182kQ0eQBIGS/AJeDwW5225no9fLhkCAZxwJiIKAQRAYY7GSL8v0joRWlcgy5bIcreXSWKen92WX0axNG9YuXMixOR8haCpNx41n1KTraLZuLZ++9hplr7/O6Egdj3w5xNOO+PCY1eCjgJ9JOhuapuHNzGDn6tV0DQQYlpBISNOY43HzptvFiOemcN6llzLjs8+oPVnIns8+J+nii3h5Ty4vXD6GG/buY3cwwOCIzNRuVeUKp5PGOh0hFS6NGO2DFCPf+X10WbmKtVVVxAOfuV00k3QoaGyYMYO+Oj1L/V6aSjr6G00MNZr4Sidx+Scf033gQD589FEu27AJsyhCfQNfPvc8iVddxZmt28jWNHyaRmlCAlRWAdCgaqRKZw1GmygSaGj42fEfI0aMGD8kZl/E+G/g9OnT1NfW0q5Dh/9zEcSfTXuZrJkz6aKo1Gga7xQVcetrr6FpGl/PmUN1Xj5thwymzx8g/9bnmmtYuXYtI2vqcKsq+7w+bi8tQygr56vHn6DToEE4HA7ade1Ku3ff/clzpGdkcNNrr/7kZzqdjvvmzaO+vp66ujoaDR1OP52ek3KIGuVsdsYVFiuP19dhE0UqFJmuemPU2ZImSciRBIeSkMzbgSAXmkw0lXQkCCK7gwEmxzl43+0iT5axRRwRV1ttDDMZ8Koqi7zeaFuKptFEJ2EU9YjAiVCIrQE/7SIZCU5VZYvfz9aAjwRRIkOUovPqelXlUCiIWRA4EAqx2WJGMRhp6ffRw2SmhU6KBut86fNyicnMVqOJ0Y8+wgMrlnOjaqNGUSkIBOhn0GP/QVqxDoGcyL3d12hkgyQyyuOlo89PrdnCfK+Ha6w2DIJAsqhDL4pkCAKNTBIzXE7icnIwZmdj3rePr+vr6Gkw0cdoYPqCBaR9Oh97SOZ1Abr97a/c+PzzXPzO27w2bjzbTp+OLDydDb6rNxppN/IC3vr0U9oUFZEgShz5ZgV3G4yYI9dlosXKyy4nQlwqzxit+LxVPGe2IAoCJuA+Tw23FaxDP3wywcw2PKoqZJ7aT5nPyV+vu56F2wPE5YSoOrCa5I7DUPwumu/4EldcCjXdL8Zfc4bUokN00IXnsGZBIKO0BEtODs7Th4hr0gFN0/CU5ZHW8xLOrP0IgyOZ0q0Lw7Ul4lNQJSPVB9YgGExUb52P1R6PJuh466OTtGqaxaUjh9G2RQ6bd+ymyahJPDg/F11GB8p3LSNr0NWIkh7ZU8fwiXei7zEBoesE3LuXok9uSpzFTO3+78gceHVYTq1pZ0q3LkTzu0jrPw7JEJb/NRWuIceXy678ShS/C6Pqi2ZuAAgmOxtr7eiMVvRNe5LQKmzHu5IyeXLWPMqqG9i5ezdJfScQ37wbpVsXEt/9Iu55+lVmT32ErPQdLPnGyZZjKwk16obeW8nlfVrw9aZ9NFTJcOYooreal+68CkdE4q19+/YsfO+1c8bqs298TGX6QERBwAu8umDVv+TU0DSN+vp6zGYzJpPpZ/fbsmM3j7y7HJejFYavFnPz0BbcMP7y39xejBgx/nv5zU4Np9PJyJEjf7R9xIgRPPjgg79Lp2L87zLtrTl8fsCFZm/Eu9/M4vXJ4+nYoe0f1t49T73M9mBzJFMGWzYU43Qt4JZJ4/+w9v5oDh3LQ3Nknd0Qn8nhEycZ1r0Vh9cWICQ3R/E20DUrvHhZFzgbYSXqDNR4lX885b9FdXUND0x9mxq/QLpNZP7Ue7HZbFRXV3PxDfehNGqBZLRgKN3NuDsupVvnjlRVVSEIwjkp5T+FUSegBRQEUULUh1eUBUlH0F2LwZaIKSmT0i0LMSVlEmyoRDJZSe1+ETUH1yFIOryVp4jL6UpCy1746ivxlOUTqCtDU2QQRRoP/wuizsiZdXMw2BOibcgBH436DkEyhCdA2cNuIH/JNFK7XEDQVU2goQpTfBreyiL0FhvlO5YS36IH1kZnIzuKVn9AkxE3UXNoHWJkIdsYl4whPhVJH57Yyn43ad0vRNQZOFVRSN+R4/Aa4hFCfkb1bUdScjLe8gKS2p0XvX5idg9yc3Pp3bs3yzfsJLHXFUh6E6oSomX9FgIV68k9WYWmM5HW81Jqjm7CXXwc15kjNDn/RhRXNWoogKg3oiohvOWFOJWvGTugNV9UtsRuTqLmyEYsac2oz9vJdQPa8MnKt5GSm5HaZQSqIlO8/mNURY5+LyXop2LXVxhMNrYHArTQ6ZCB0xGHCIQnlsGsLD6fPp3RmzZjE0UIBPjo9dcp0ukZLIpk63VsdvtZ6PVwoclMmiSRe7KA0IpvGK1qoDfQTqdnUUM97kVfYOnTm6qt20mJRIv5WrZg0dSXSAkEIBLFpmoa6g/kn+oUlQMeDx2Pn0AFgppGpk5Hr4CfRd26YHK6UHfvJqBpUWOpRJZpo9fzqceNS1PRNI32kag3myBSI4BUXMJtnTrTqqyMsZFIt535Bexv05o2XbpQOecjUp0uZqsqI01mFMJOpX3BICdlmZM6iS9btkBNTWXi9Ff45qVpXBA5z/dSUY1MIifKy3nr+uu5pfA0oiih6UVeW/QFt6xbT6bJxCKPm0pVYXsggC0+HpdRz8OyRH4odE7h7kRJQi+ItAZce/cxJRRkkKYRBDyqxmMamGUZLDY+9XrwyyF2pqZwzYwZdB84EE3TKFi/gRE/iOBMdjoZ9te/sMFi5uCePZCaygP33MPH4ydwRX4BSTqJT3U67ldUdILAVynJjLh64q89YmLEiBEDiNkXMf58Pn7qaQwffUSSz88rnTtxxxeLsNlsv37g/wgNmzYxILLAnyQICLt2A/D+gw/Raf4CuqkquQsX8u1TT3LB1Vf/rm2379ED6eOPWfX55xzYsoW7T+RHg7WaVVRy5syZ6ELob2HR6zOpWbWKek3F7w+Q5vPhSk1FNRtx1teTr8hIQJmicKnFwt5gkHFWG6miyCq/jyr1rMMjpGlUKDKLPR5qNJWLLWb8msbGgB8DAgdCQUQvFIZkeptNGBCwiyIdIw4CixiWt1rk8dBMp2O530s7nYH+RlO0VtqbLidz3S4cosi2YICJVgtNdHqW+LwkSRKlssw3Pi/1qspQkxlVENjRvBnPr13Lsrlz+eqFFxnkdNJVb+ALrxePpuHXNCyNGtHxr38hOTUVfSQzt1ckc7ZOUXjJ6+Epmx09UP0P0fYGs5mOkRp3iZIUnR/nh4KcEWCp18sVFgvlihLNAj7dUM+Zhnoei4tHAj5wu7nIoOc8kxkMBlqpKovemc2qzl2wJiYwxulCtFjZ7PfzutNJJ0O4Ht+37Yaw5s3NOCzNuNpSQ3NBgMpqQv+PvbMMkKPM2vZVVV3V3uOazEQm7u4JJEGCQyC4uy++sPji7u4QNJAQIJAQ4u6eiU0y7tLT3qXfj24msAu7Cxu+d/d95/qVzjxV9XR1dfVz6pxz3z/xs1OBvjaZ3a4UNpz5IHmrXiG+bV3bPIOSxLGTxvBNayP2lEziI6eyzpOJ0FKK1+3BIoY9NRdBtNG4ZT5p5au50V+Gw1/Ow9Vb8Z5yDvZyA6PFaium2huO0TvHzvZomMol01E8GaT3GoseCyF7UrE5PLRW7WZAj86U1tYRrt2Lt2MftEgQy5tBSlGiQ2Pfgc0cce2TDOucxvtP383F555BTU0NrRUfYjXWISC0qRLY3Gk0yZnkJH02MoadxJDYau5/8kGueeBVKn5S3Kh4M1C1GN3Dm9i5uxU12EyvPgW88vDtOBwOinfv5dzr/kLTjiVk9D0MPRbGv3ctBUdcSmD/RryF/dr25enQi6aWGj7aq4A3F8WTKPLrMP4sqld8RmWvRPx72NiRHDZ2JH6/n1VrN1DUZTQ7du+lwjuArPwMACzTYH959T/8zsbMnxdqhg3pH4z+ZVRV5ZLbHmJPyIVsRDh/Uj8uP2/aL45984sFxDuMQgHwpPPpolXtSY122vlfxm9Oapx44onMmjWLW2+99Wf/P3v2bE444YRDNrF2/vswDIOv1+5HKkx0DkQ7juGVT+fw8h+Y1NhRG0PKT7SGCqkdWVm8jSt/Ydyc7xfxyqylxE2RQR093HDx6USjUbp27fofZWY7ecIY3ln0DvH84QAodVs55qyT6du7J6m+RazYuJMOndK46sKbEASBPJdJabJ6X4+20i3fd0jnc8ujr1DsGorgEqkxdG575CVefujPZGZmsmzmm7z09oe0huo49fRT6dc3Ic2TlfWvdef8+arz2HHro5SLHTD8VejxMOm9x1G97BMkuxM15Cd31MlIshNJcVC3/hscqTk4044CoHnPGmrXJhIOoijh37ee7KHHICku/GtnIww9loaN35Ez/ATs3kyad68iWLUbS9cw9YMtx5ahY0/JxV+yntyRp+BIzcGyTMq+fx1HZgdkbyaBih1tSY1YUzXO3C4IgoCp/uTBvmkgICJINtx53QlV7WozgHPldKG2spicwcdimQbTF37MlIEdqIn7MQ2tbUFrhJrIzc0FoNKvIaUkAhJRkvFbbua8dhfTP/mcR7/ZRc3qmbgyO1F4xCUESrdSN/9l7r/2bO548X1cuUWYukqHw85hoLCP806ZwufbZuAt7EugbBste9di6TrfbK7C9OWSN+io5HFsZPQZT+2aL1G86ZhaHJvDQ+aAyZSv+pyPsnMYUV3JEEVhhGLn+WCAfEkiYFrkDxlMsKYmkdAAijUNWY1zv8tNqWxjg6pypNNJZ0libixK95wceh52GPtnftl2DkVBwIaAKQqce/fdfCRJRLdtx8jK5PJHH+WjM8+i2TLZpqrkShIfhMOUi9ASDBCyLCws+gqwubkJ0SYjI7BejVMoSQS2bqPVrpBvs/FMMEAvWSZiWuzWNTZpKpbXi9MwCEai9JUFWkwLtw3G2BRWfvQR0xQ7O3SdjcAQxc7wUJiFi5fQoaiIxro6rvd4EYB9us42YHkshiDAVJeLYyyLz1NT+fOnn2BZFhvXr2fCTxIr9aZBV5sNSVHgQGmbNMGPnSKZfj9lusaxLhc9bTLfxaLYI2G2xVWafT4KbDY+DIcYkPS+2BiPU5isOLPF4uRGIrgVhVbTYLumcppwUG6rwJdCyqsv8+d+/ejYMZFQfffhh8nZvZsdokhfWcGwLMq6dSMrK4tpSVmYH7l6zjd8/9FHuFJT+evRR/Plk09ixeNMvOCCNrmu34JlWViW9R91X26nnXb+eNrji3b+J6mtrUX44APGqRpIEkXbtvPZI49y8UMP/uJ40zRpaWkhLS3tv+b3Sk0WhLS9TsrVqosW0SH5cH9oJMqc2bPhECU1TNPkg/vvJ75tO1p6Omc9/hiFgwZRctuf6aUmJGWLOxUyNikz9VtY+MVMUp9+htGaxvRwiIuT0k679+7jGcvgLFHgWlciLtqkqtzU3MzZHjcDkw/M0yUJRYA3ggEUQaTRNOgoScyJRXk6LR2fKBK3LF4KBkgRRe5LSUMisTY705VYR43RFWZGIpyalDH1iiJVuk65rtJqmhhYbQkNgEGKQommY1omh9sdDE0mHi5xe7in1c8Yu51SXecqb2LeOZJEfSjE/eecw5AVK3lEsvGRBQ8GWrnF68MrSZRoGh9pGpcdfTT79+/nxLhGqWEQi8XwiAKfRSM4M7N4srGRXrJMR0liUSxGT9nG+vx8XDk5WFu2tj1oPqDrPKHGEXt05+oHHuD1U0+jOhjExOIal5u7161lor+Vszw+fMlr/xKPhxmRMCmqStAyGWSTqVPjfPfeuww58kikSARJgIs8HjbG47wVDhH3ZuGZdDHZ3z5PP38Vn6g6U0UYpSi8nJfLOdU1iAJ8E43S3Z3C1u6jMHWVonHjmWE3GLd2PRFJovjYY7j//rtYc9aV7C4WMQ2NjJK1HJ2XQuUPc4lvrSbgK8TU4uQrEfy+TC70dcbl8BI0dEZpBkPOOZdbXnqHUaFG9isu1g4/hdqta8k/7ji8nfrRvHMZTTuWYmqxhNSwv4bzTpzM9toI8foYdsvCUKNE6w/gzO7c9nl7C/uhR1opzxjNlHOu5YdPX2XLjt24C/vjyOtJ/YZv28ZapoEVCx18nYxVL7z7RbZt3kTqoAzcud3Qo0EMNYrd5eGac07kxpdmE4ibLCs3GHTi5bzz4HVcfP8b+EZdQmzV55R9/zpGPIIzsxDJJuPI6EjLnjVkJb0xgmXbcGV3RvZmINp+3vGgx8KkyIl7g67r/OWxF9lXH8VrM7n/+h64nU7Qa9vGm7qKy6Hwt3z4xdfMW7MLm2CS57Wxs6EaMTUfIx6hV+Zv74h76tX32eUcgpTiQAfeXbyOU49tIiMj4+/GGgh/8/q/437dTjvt/Ov85qRG7969eeihh1i8eDGjk3qkq1evZsWKFdx88808//zzbWOvv/76X9tNO/8LsSwL829M1aw/+IfDKZr82OhrWRYO4e87FQKBAI9/tpR4h0Sb5UJ/E19efA/ezgPpKdfz3tP3oCh//wP8P0FBxw48etkxvP3lQixL4Myzx9G3d08AjjtyIscdOfFn41+670/c9fSbBFSBHnlebr/u8kM6n/oICO7EZyhKNupbD5bFy7LMDVdc+Lv3nZKSwucv/ZX9+/fj8ZzCm59+TXVLlJR8D4FuJ9K0cxmWriO5HZiGTrShnLi/Dkda4qF/pGYP6b3GkNJ5AP6SDXQ87DwitSWEWvaQUtib6tWzcKbnY/cmOkbSe46mZtUXpHYbRu2a2eSOPAlBlKha9ikFR1xM1eIPkJ1eYi212FOy8GV3xNdjJLWrvkBJyaZ80XvY7B5MNYK3U8JLxJlZSNn3byDZneiRIJLdRc7w46hbPyfRMZLEMg1EyYahxmguXo6FwLzV2/jipb9y9i2Po7lz0AINDO+aQadOnRLzdUCFmehksSyLuooD3PHAk8RQyAztoSWmY2gR6tZ/TXqvsag16dQ3+RlY4KPY34rNnULT+i85+ppT+eDL7wnWHiAeDmD3ZZI96Ciad61Ez+qOuuX7NtM6gHhrHbLTTWb/SaihFlp2rUAQBDrnZfDk618xZ/jINlPEobLMm+EQx3i8fDxvHvmazteGzgmSjW2q2qZh3NUms1XVMC2wENB8PjIee5QJxxzDug8/JLBgET5RZEksit/nZcJllyGKIufedVfbOdyzfTt7Ghv5U1JjuFjTCJsmT3lTkASBNfEYi+JxGg2DibKdI5LB+2hFYZOucalh8nhtHdf6EpWAQcPgs2gEtyBQI0l00VQisTjnuVzIgshuXaNM11mnhnk0NVG11EOW+SAcoressFnTcKankZGRgejzISaD8+6yzJAUH5vS07iuMlGt5BQEOm/dRn19PfPffJMhu/fwQjxGf0UhaJnICLwoCbxw7bU8tmwZ0fUbcSY7VCKWiQQUSDJDkt0dp7ncvB0KYgoCS2Mx1soyZmoKjzU101GyUW3o3OJLodU02aDGuceXwpxYlDPdHr6PRFgZjzPGbke3LFbKNkZcfS2rLZPSCeNB00hZtBgMk6Wqym5Np0Sx8ZcP3m8LeJuamti6ejVZhYV06tyZ0648mEq+6KGHfvc94fNnnqHmg+lIpoljyhQufvSRfzjeNE327duH0+mkoKDgdx+3nXba+Z+nPb5o53+SUChESjze9loRBIjFfnFs8aZNzLn+T+TV1FCTl8fxL75Ar4ED/+H+Y7EYe3bvJic3l5ycnEM693+VKffczcdXXEXXinIqs7MZeXuiA8r4mxjIsB062a0PH3yQQW+8RaaQ8Dh4p6mRm2fN4vOaWuYsWIBqVzjiz3/G/RNvs3+VsrVrmKiqIAi4BBFRENihqVQYOqcgMMx+0LJ5oCzzpmUwVD74XuOWRYth0mxZgEFdURGF55zDmJ3F+Ob/QMg0eSccIkuUqDcNPIJAmWHQ+yeyZLk2G8sCrbRaJk5BpIcsc7bbwxOBVgbKcnK95aBjspt2v66jCDDe4WKrerDAShAEckWR/rJC5Ccm3wDR6hrG1NZjFwReDYfIESXSRYkw8F0kTB9ZpmtDAyvmzKH/+PHUpqZymmVRbeg0GSaCaTE2EGCNLDPV6cKyLDZoKtMzMrhn/veE/X4eHzuWw3SDSsNgmGKn6pgp3Pb++zx+7LE8kpR6WhaL8GgswhhdY52mMeQnHm8msEzXGKbYKbLJvBAKkS6KnLtpC+/4WxFsElcnr6uhDgeLkfhy+PF0XfoBz9bvShT52GXeCgbY2W8wRSdOZaVk4Dbi2Mor+aAmhJyZSY/4Fh6462aCwfO4675HQFL4841XIYoi33/6OkuWr+aThx/mingLWWV+HqwL4jnzQXzJIrOa5R+SPuYivIqT5uLlpKV3oGLBG9RvcBA+6TY2l25Fj4UgFiIuOgjX7MWd152sgUdSvfJzckdNpWzuy/g69mL2mr2IniwMLUb24ESXoSe/B9UrZuAr7AtAy57VCJKMqcWpNFO564lX8LkcOPISsb23U39q18xGsMl09mgc0b8Dy7cvRMkqpAdVFId1SmqacHYahH/fegLlO1Dcabhyiuhh7uerRWto8ofIHnZcm/zwBbc9jrPPUQiCQIcxie6Fxm0LkexuqlfNQrB0bK5UqpZ9gqmr+Dr1x5XTFcuyiDeXowYakewuqpZ9jMvjoTkcZ/6i5azatJ1FgQKk1ISc7nUPvsxXrz/MjLnLWN+oYYkyPc19XHLuvT+7fn9YsoIXF5ZjZSZM5EtLV3LRmDx2VewiO8/JbVf/vJDhX6E1Em9TXACI2nw0Nzf/YlLjpAkDeerbYsys3liBGib2zfvV/W7Yso1P5ixGwuKmS8/6w2XU22mnnUODYFl/88v5T+jyL1ZSCILA/v37f9ek/igCgQApKSm0trbi8x3aivZ2Evzl0ReYX5eC6M1Gqd3EgxdM4rCxI/+w4323cCmPT/+BoC2VbKuJF/9yOV27dPrZmF27dnHmMz/gyO3e9n+N2xaS2X8ShhrjrMJmbrrqol89hmma/zVVWIeaC25+gF3uYQhCovJlODt56cHbDsm+q2tqmTN/MUWdCph0WKK754U3p/P2zPlI/U9CsrtoLl5OrKWaWFMVBRMvJFC2hXhrA1qwibSeo5FkB5GGMrIGHdX2wLVm1RfkjppKsKKYaP1+coYlfFYsy6Jxy3yyBh1F867VqK31ODM7EmksQ5RkYi21ODM7Yk/LJ3BgC06bTtfsFIYP6MPi5cs4EJTJ7Hc4rSUbiLXWg2BDEkUKjrgIQRCJ1B0gVLsvYaIu27FJIpbiwpmeh1q7m5QR02jZsZTspCRVa8lGgruX4JQlXANPRLS7iGz7llGD+3H8hKFMHDOcmx5+mc2ljQQiKpLDgzu3K66crtSu+xpPh57EGiswTQM97EeL+HFlFxGu3k2no69AEKW2z0yU7ayOd6Fh01xyR5x08DNYPQuh+QBxyUV6zzFoET+hqj10OvLStjFNO5fiLRzAEek1XHnWicwbPYYTfxLwPiVYREyLuxCSkktxFhUUIFgm4yqrKNcNOkgS5YZO0DQ51+Xm66OO4Pr33kPXdRoaGljw3nts/m4uRnk5ndIzyD5tKmffcUfbMRbMmEH93ffSw9/CW+EQvW0KzaZBrihxvOugNu8XkTCFko0cSaLwJ3JMMyMRprpcvBsKcWFSSqLRMJgeDnGU08mKWIw60+QIu51G00IQ4DhnYr8/RKN0tNnoJct8HgmjYyEiUKHrOMeNo9ugQWwq3smwFSuZKCtELYsXsjLoPn4CJ876Ejl5Xc5O8THglZfZ8OJLHL5sOavjMfrIMktjcSybRP+nnuSkiy4iFotxabceFAZaCZgmmYKABrhlmQucB9/r84FWKgyDLFFklGKn3jKxgO2qyhkuN59HIwxX7BzpcGAThLZzAHBfKEhKZiZyzx6M2LSFLpbFSjXOdlXlOo8XX7KqcG40wn5dY396Oi9t3Eh6ejrb1q5l2ZVXM7y6im26zl5FoctZZ3L5U0/R0tLCu1dcgbO8gmh2Nqc9+wwFXbsCiU6+6X99AHVXMUZODuc/+iiun3x2xVu3suukUxiRDPLLJJHgE49z9Bln/OL9Q9M0nj7rLPquWkNYlglOO41Ln3j8V+427bTTzh/FoVpb/7fGF+2xxf8OTNPkiamncuqatThFke/S0xn97tv0HTr078a+cPLJTF23oe31zBHDuG7WrF/dd211Ne+ddTZDdu+hxufDd8P1nHz11X/I+/hnaJpGTU0N2dnZbTr0c9//gLqHH6ZrSwubCwuZ/Ppr9Bk8+JAc740zzuDY5SvbXs/OzOCqzZt+Jj/ze9i2ejUzLrmE7Jpa/KaJZlqc7/EwJxrhVJebakNnk6q2reUWRqMsjcfoLstMdDjYq+msiscYZbcz2u7g22iUPZbJEc89y+K33iZny1Y0Ac51uZEFgRJNY5+uc7jDweeRMOcki3Z2qCrTw0G6ygqXeQ6aSr9uWbQEA1RqGp1kma42mRpDp8UwyJQkDug6vWw2DEHgKLuDRSIEx4whff1G+kWj1JsGRzicVOo6c2NRLvV4CZsmH4fDCELCn6OvLHP+T475RY9uXL9oEXPfe49Vt9xCvmHSYJqc7XTxZSxKqFdPSpuaCFZWkSWKBATIOekk+hUUsufrrxlYU8tARcYnSnzdvYjz5szhrYGDmBqJ8mEkTJNh8KdkYZBmWTwSaOVqjxdJEHgrFGSAonBU0vPNsCw+CIdIESWmOBy8kZ7K9f5A21wfVnx81+9IRpRt5qmmkrb/v8ydReMJNyF6shAbdnPzsT059fijf/bZRyIRTrv+AZryxoMg4qpcwXv3X0FhQaLb+PUTTuS4jZsA+EtmN3affHvbto3bFpHea0ybJHHDlvmctGE2K3pNoCIWwdepP6lJ6ahQzT78e9eiRQKYapS0XmMwogHS+4xvKwT70YOx01GXtR2javknKJ4MQrX7cWV0wNupH+HqPZimycgeuZw/ZQR3zSxGyS4CoHnXSuSUHMS93xPxdMKeUUDkwAYevOpU7nvra5ydh2NocXyd+hEo3YoabESt2k75mjlcfMOdfL+lEkdqDpLdTVrPUdSumoGSmo8zuxOB0i2IkkKspZq8MafRtH0JOUOPBSBYsZOmHYsRRBlXblekcB0pksqBmmb0cAuFR12BKzNxTp1VqyhIVdjQ4iLWWAGCRKhiOw9dfw5nnnoSW7bvIB6LM37saKbP+Ir91XWMG9yPoyaN58a7HmJJuDP2lESCINZczXNn9GDwgP7MXbCU/JxMxo056NP5r7Bo+WrunL4KM6cPlmmQXbuMmS//9Vd9kFatXc+iVRvpXdSJU/7mevqRHcW7uerpz1Hzh2FZJulVS/nihbt/Fqu00047/3/4rWvr39ypceDAgd81sXb+b/Dw7dcx9KvvKCmr4PizT6VPrx6/afv6+gZmfD2XvKwMTjnhmH+66D1m0gQmjhlBQ0MDeXl52Gx/f0l37tyZbKOWAImkRri2BMWbyORLioNgJP532wBs2LyN+16dQYsqku8yeene68nK+sc+EYeCjVu2snTVekYPG8TIYUP+8OP9I56642pue+w1mmKQ5xF57M5/bNRpmiYrVq/BMi3Gjh6JJP2yTuaO4t1c++RHhHKGwLodHLd+K0P79WD61ijK0DOo2zAHm92NqWtIipPsIceieNPJ7JfoVCmd+wrewr40bPoeUXH87DoRZTt1G+bgyeueMBHbtx5ndida964jpVtC1suelkPL7uVkDT6Slr1rced3x5lZAFj4OvXH16kfZd+/TnOno2kJ7ECz+bD0AK0HtpA3+lQAatZ+hSM9H0EQE10lhkassQIBgY5HJha3ejxMD/9K3nj3A8aefCFKep82SaqUoiEEq3dDegccWYXUrf2KnDHnsVuU2PLVDuYtXMqbj9/HkVc9jKv/aBq3LcSVk3hAbOkqethP5oDJWJZF1dKPyOg3CU9eNwRRaDOGEyWZulaTE8d0ZvXyhC/Jj2iRAFY8TN4xN2JZBhUL3iWlyyDAajPJBrDFgxybXc99N1/Lc2eehR6PU4VAriTxvmWhpKdRVFOLkOyMGKTYqRk0EC0nF+mtt5nqsrNDVVlqVzh66DC+7ZDPxU8/zYYlS1n65z+T29BIaWY6XWtrOUk3obaW3a+9wZL+/Zlw3HG8edufafzgAxzxOJooMl5x0GKajFbsbNW0tvcTNk1EBHrLMu+GQ1zj8SIIAvOjUfrJMpplsU/XiJomdkHg+WCAIpuNb6IRbvT4aDBNvopGWK/GeTLtYKXPZIeD18IhQpZJX5tM72RF4x5NZeO6dTSvXs1YScIhiPw10Epfm8yptfXMnjWLN0IhBit2ymWJumCQ3tPOIOx0UK7rZEk21mkapstJx8su5aSLEonV4s2bOVO2MdjrY008TrGmkiqIrNV19moaXW023g0H0YBhisI+XafaNDjO6cIripzgdHGnv4U+sswUR+K7UaPryFh8GYlgYuEyTU4Lhfm6oQG3rrNA1zjN6WKErPBlLMp5LndC3k6SSBVFcvyt3NqtO/2mTcPmb2FqXR1INvIlG62RMD0/m8HiSZPZ/vnnnLp8JZIgYJVXMOOmm7nxy8SDnvfvuYdhb79LelLO4fWmZm74cHrbeT5QXExRNArJe0ahbrBg795fvdd8/uKLnLxiVULuTNPY8Mmn7DjvXPoOGPCr27TTTjv/ubTHF+38EpZl8cOsWdSXlzP59NPJzc//Q44jiiI3fPoJM556Gi0YZOwZp9N70KBfHKsEQz9/HQr94rgf+fLBhzh77z5ESaJPOMys115Hv/zyX4xZDgWBQIC3r7oKR0UF0Zwczn7+eXLyEtXJsixTWFj4s/FTzj+PmiOPoGzPHs4fNOh3eVv8GkZWFqplJTpfgHhW1s/W7Ds2bWLL0qUMnDCBvr8hkbLg7ru5wh8ApwvTsnjMJvF+/3407tiBqerkSzaaJJPngwFyRIki2cYAxc4RDgc7NI3vY1G62Wwc7nDyVijI2S43p4giy2+5lUpN5QS7nQ2q1laYUiTLzIlG8IiJopZ3Q0HqDYNcSWKIYmdTPM6dLS2kSiKqaWGfMB5t5UoOdzg51e3Gb5osi8e4JikrVavrbNU1Jtod/MXfQppdIbRwEZbHzQLToDUaZauqIgCXJxMos6IRzvckDLxjlsX9rS0/OydqTR0AR557Lgcef4IjWvw4fiz40nWainfhNHQGKnayJYluso3Pv/qKDaZJH9mORxL5LBzmJJebcguePu54zIYGFthsHOlwsiLZydRiGiyIxYibJnf4mymyKYhYZPxErUEkIcVlATqgDhjAO0uXMc0w2e7xIIwYQQe7l5K9YSpMgwJRwrQsqoqG4fQkHn6bWT15d8Y8tJ1b2TjrK0KiwFl3/4UWU6DW1x+ztZ5IbQnRzE58/OV3/Pm6ROwVT0lpi2P6+KvZ2liBPbMAyzSINla0JTRMQ8Oxdy2Fepwlg6bgKd+Op0PPtvfgzi2idvUXZPafjBpqxr9nNaLNQdbAI4FEF74Rj+DK60akvgxXdifi/jokh4fMgUdgGnPJGXoMAK7sztRvmku6Q+DYIyeybdde3pr7JYbNhexJJ7x/LaKviLTuI2jZsxopvYC/PPMOqWnpOPOKKP/hbdx53fB1HkDTzqUIrjReeedDSlolOk5I+NeFa0to3b8JNdCMHosSa65GjwawuVJxpOdTu2oWlpWQkmrZtw6bw0PnKVcTa6nDv28dvTpksrM2TM6QEcRaatoSGgCtUjpZjcXEAylkJSWLPR178ejXO3j9yyV89+YjZGRkcMcjz/NDYwaSp4jvZ27l3mfeIJDeD1MvpW7tV3ScfBGuaA1e92BOu+FRmjIGQWQzRy9dx8O3XwdAMBjklodfojZkkumEJ26/kp17Spj+zTIEweKSU49k4rhR3KdqfLtiE3YJ/vzYrb+a0AAYPWIYo0cM+9W/A8yauwg1PzFGEERq3D1ZvXY9kw6f8A+3a6eddv7n+WNWU+38n+bUE4/5XduVlpVzyf2vE8wbibG9iUVrH+f5B277p4kNh8PxD6VHHA4Hz9x8Hk+9+yVxU2BXxVakIWcBoFSu4bSbf7kS+ME3vqAhJ9FBUGaZ3PPsW7zy0B9rVvnRzG94Yf5ezMyefLJ1OVfsLeWis6b+ocf8R2RmZvD2E3/5l8YahsEltzzAZrUDCAL9PvuOd5++9xeDttc+nUO04xgkgOMN9PcAAQAASURBVPROfL99NYauI6QlkmC5w08k2lhBp9AWslO9rPOHMQ2Npu1LAFADTQTLtpPabRg1a2ajeDNJ6TIQNdiEf/9mOo4/E3deNzwdehKu3Uflso9xZ3bCnpKFaegEDmxG9mZQNu810nuOwdBjWIKAqevUrp6F7E7B0nVExcEX363Bnp6HPT0PTJNoYwXOzAKyBx9Nw6a5tJaIuHK64MxILP6qV33RJudks7tZVRbm/idf4ujDx/DFyn1t58A0NMBCsrvQgs24crq0JSMcHfqycNM8Rp94ARENnCk9MHW1bZEeDza1JVcEQSBr4GTUQGPic4hHsZI+K5ZpUF9RwsbdLgZKdeywmgiUbibSXEOktiTR0SEICIKNjoedQ8PmH8gZdjzVyz8hvddYHGozN0wbzxXnTaOhvp79S5bSE4GvoxEMCyIeN7f6W3nL0IlbFnZBYKcs0+Gwwyn/+GMGJxeYfRWF/rLEpV/Nbkt0LX/oQU6vqARgfEUV74dDkKw466GqLNi8hVBLCwM++YSOkg1cNhbHYnSx2VgZDdPRJpEuinwaCSNaFnt1nXPcbjyiiILAjGgEwYI6Q2ePruETBDyCwLexKHs0jWs8XnJsNgKmyWfRCOe4PeRJNi5zK2zXVMYl2+q3ahpOC76PRrnJdzDQ72KTmR8MMN7uYEBS4qCHzcbSeIxNmsrNNhemx8s+TeP7cJieooSp2LlAN3jE5SQzPQ1XTg5yejrajh28ftNNXPjoo5QVF9MzFicuCJQbOhcmz8lxpsldmsrYSBzVgpuTc2k0dGZGIniT3WQOQaCfrOAQBe5TbPTt1p0lq1eRYVpc5vVSkOyyeTccIlc3+cQy+avTlUhi2Gx00W1UJwP1DapKX1kGBPpaFsKnn7HHoYB0MHCQgALDZM3+EpSG+jaTRUEQcDTUt43Ttu8gPTlHuyBg33fwuwAwfNIkPsvP4+S6xDZLUlMYcfzxf3fv+JG4vxX3T34bMlQVf1PTr45vp5122mnnv49XrruOwbNm092ymDH9Q46b/sHv8mv6V7Db7Zz7lzv+6ThxyBAad+0mE2gAbEP+cQGSTY23eWUBuOJxVFX9w5Ia799wA6csWoJNELD27eej667nxs9n/MNt8vLyyMv7dVmW38u5jz7K601NOPfuI5aezpSfyErOff99Qg8+xJhQmPUvvULl3Xdy9Hnn/Uv7tftb2/4tCgIDhg1j8HXXsfbKK3mvpZbDHA5qDINOksRJLjeqZbFDDbE0HkO1IGKadJAkdmgq+ZINZ3J9Mk6x8104TAenm3UclIfSLItiTaO7zcYoReGHeJxhskwnm8z3sRhB4FKXixLDoNrQ2Ld4MV1tNrabOqdYCZPtop983hWGwR5NY108zj0pqXhFkbBpMisUxgCy7HZaLKj2eXjL6eKaYAiXILQlhxyCQEfJRrGq0ltRaDQMKlJ9vHP3Pahr11IcDNJFU+mv2NmiqmSIIn5N41ZfCrNjUSYku3Su8/h4NNBK2LIoNUy8oshDwQBn7NpFWTxOqiixPBZjst2BjkWFrjE/FudCt5vTXG6+CIcZ7bCTJYg8FGilq81GqijyaTTCeMXO/GiEx+wKR/2wAMWyeDoWw9a1My9MfwsA07yXTx9/nG0bN7K9qQkjdLCbAyCybg0fLmyi8uhrELzprL33BU457UgaNq7HQiBz0FHEmyrZs+/gdtMef4z3L7mUlPJypKws1I0zaPIUYhk6WqSVlj1rULzpBNbO5vm6YuosAfHAZtwdexMo3Up6rzEA+PesJm/0abhzEx0VWrCZQMV2yua9Rmqv0Ug2O5kDJuHO6Urr/k001O6jZc8aMvoeRt26rxH/RsbNpkfITnGyePlq/nzd5Zxw5B5e+fgbSkr2UdN3EqGavTRtX0zOiBMTCgC5RYx0VLC2Zg/ewn7Urv0Ke0omsisVK70jL81aiVQ4hB+dcty5Rez/5jkcbh/5E89PnF9dpXb9N4lujLwiWvasJVixk0jNXjqMTyRDHGk52CSBUX0K2F5VjLegD6Yaa4t3AeTmvWws24tr2Olt78eZ0YFw9W6EfidzxJlXcMzkw/luQymOvonEUEtDPZ6ex+LzpCf24cukZeHLPHDLlXw2dymtHSckkoauFH7Yu4kbGxrIysritkdfZpPUHzHdRq1pcMWdT1BneFHzEh00t7w4i+n3Z3LUpPEcNWn8P75R/AbSU7wYtUEkRyLukmJ+cnOyD9n+22mnnT+O37yasiyLzz//nEWLFlFfX4+ZNBb7kZkzZx6yybXz30EkEuHep1+nKWLQIz+V266+6HfJNb320WxCHcchCgKiL5tV1fVUVVW1mdf+O/Tt3ZO3H0skJAKBAE+/8SGqbnLmjafRt0/PX9wmoB18D4IgsnFPJes2bmH4kH+sm/vvMGvpVqzsoQlLq6yefLlyPRed9Ycd7pDy5Zy5bBO64chMVNjsivr4aMaXnH/Wab8wOrEotyyLpm0LQY2wKN5KQKvG1+dwALyxGqpq6tjekEW4bityWTF5o09FUpyk9RxF5aL30dUYeiyEaJOpWv4pIGBzeLE5D7Zju3KKMMJ+QrpO5eIPMA0NX5dBRHeW48zujH//BvLHnoFgU2jeuZS80Ykkkq9oCI1bF2Bzp5A74mREKXG7rNswB2dmAVqwCQSJ1tItFE4+KF/mLehLqHovKZ36o0WDSM4UPlm8jdzR05DTY9RvmofN5SNUsRNvYT9aD2xGSckinkxKABhqDNEmE3L3BlGkYfP3KKm5VC56D9HhRvXXoQaaUHyJjoJIfRmSI1HJld5nfKKix5uCEWrA2ftwZi7bjuavpV9hOmV71lBw5OX4961HC7VgT0ks2LSwHy3UjD01Fyse5JrhCscddS4dOnSgubmZhw+fyBQshiR1jz8Jh2gOR9ioKJztcvN1NEJNehoT77uPTn37suSRn1fduv2t3HvBBciyTKClhcKfPIAWBIF4MjEQNE3eMXQydxXTUFHOWeZBhcQeso3vNI1wl65sr6pkqCRRG9epMw1u9/p4LhREx6LOMDhedjHW7mBlPMYOTcNCYIBi51ink5mRCClSwqvEJ4o4k9VlEcukv+JgjaoyIxImYJpsVFVeSs+g3jDaZA3CpslT4RB9bTY26SpxYICisCwWY4um0tlmSxjJWxbL1Dh/8fiQBYF50ShlukYsHic9Hme/JHHdth04BIHwqjW8FY9zyp13MvP5FxlTU0OOeLDTySWKeBSFpZEwxzoOmn1mSjZKDR3Lsqg3TQKmiYjFHkGkoMXPtnXr6GJCtqy0JTQACkWJ2Y0NKPEYKAd1p6NYvNMhH1HXucoymROJYhcFzkiaYr4fCrLEp3CYaXFA0wiaJnPycunbuTOb95fyWThMvk1ipGIn1qlz237j6WkYltWW9Iilp7N/1y7mPvwwcjxO/pQpTHzzDb5+7nlE06Dfuef+apUswOHnnM1XX33FSfUNaJbF0n59uTGpw99OO+3899EeX7TzUwzDYPfu3XjnzqMQQBA4pbqG715+ma4/8Vf5n+CSxx7ls+wswnv24unZg4tvvvkfju91yimsXL6CMcEQLabJBkPH+9prnHbDDf+2DNMvodTWYftJgYGztu6QH+NfxePxcNPHH//i3/Z/+CEnhSMgCIwOh5k9/UPUM85gxrPPora0MOr00+n9K90bau9eRKuqcQoCNYBz8CA2f/A+J4fCRF1udus6+3UVnyjxUTjEGlWlsyRxvNNJhmSjt83G7GiELyLhpPfGQdmkNFHimWCAXjYbrwQDuEWBzXGV4YqdKAKtlkUvmw2/abEzFuVKj5d18Tj7DJ1TXW6ipslDgVZGyQpfxKI8FQwwwW5nk6rSR1Y4oOs0mybXen0/K0pxiyJRy+IsV6JAB+CzQIjt/lZeA5pMg1MsV9v6stIw2KypFOs6DYpMwfDh9HvnXfIti+OB5+IxvpZlnKqKlUzimNCWGIHE9WGQ6ErOSRYdeSIROgkCo90ePg6HucjjZUY0wmlOF88HWjnd42lL0k11uZgeDnOex0OhZONBTSXV42EETr5PTSU84mgu+G4e3ZPrzM6Sjde2bOX+005j8oUXMuHEEznnL39h7vvvU3rTTVziquLjLR1RC/vBpu+4v6mMOwsHY++QKHoLDTyWTzbW0uGw87Ask7p1X5M95Bjq/Zva3lNufj63ffctuq7T1NTER7e+hrdLQgrb1FX2fvEokk2hjxEnDnQRBYrmv0xV38mEtTilZdtw5xURKN1G0Yk3JnwN13+DPTWHTG8GhhYDQ6d240FJ35SugzENHf++9YSrduHIKCBYWYwrtxue/O7EmqowTJgb7sHnb63A/fhrvPfknbxw/00sX7Waa99dT6y5GldWpzZvDFd2ZwStlRtGFPDce+uIagbh2hLsKTnkjjiR1v0bUSt3thXVBSuKEWUnkvegD4RoU9AjAeLNNbhyOlM4+SL2f/sSvo4/f/aRIhvsLW/ATJqTpxQNoXnXCpp3r8KIhZHsThyFI2nY/D0Fky5ClGxE6ksTyheCSE1A55MV+zB1ndwfv6OhFmTXwWIwxZtBZk4mUyaO5cvvFqC60tpi0FBM59q7Hyc7M50l2yqJmdWkdh+B4suktCmG2GtCm913OGsg8xcv56JzTudQcsUFZ7LhtgfZWu1GNOKcMiCLPr3/mAR6O+20c2j5zUmNP/3pT7z++utMnDiRnJycP2Qx1s5/F9fc8xQ77IMQZYWtpS3oz7/BXTdc8dt39LeXkmX+IdeXz+fjvpuv+qfjOvkEtusqok0hHmwiaLi56dW5PHaJxpiR/7iF8ffy47uN+2sJlG8nEq2lpaWFtLS0P+R4h5JQOIogH3zYKtocNPkbuOzPD1MTskizGzx6y2V0yM/j4qlHsuX5L6gNg6egL460XHRA2bWIjJrluFwOmlr2EiiaTHZ2Zxq2LMAydSQlsX+bw4OnYy+0SCup3UagttbRYdwZNG5dgBEP07DlB/LHnY4g2qjfMAfDMBF0ldzRU7HZ3ZT98Cadj7kaUZIxDZ2GzfPwdRqAK7dr2/wVdxqR2hLsvuy2hAaAZZrUrp+DIAhkDz2GioXvEGupbTMwjzVVEqrZR6hyF3o0QOGkC6leOQNRtpPSdQimrtK6+mMsKyGVVXjEJQT2byJUvgOttQF7Rge0UDPZQ46hZc9q9EiI/HFncmDOC9hTc0npMpj80adRs/JzbE4vgmRDUpwEDmwiWL4dUQ3hUOykDTsZIxaiatnHeAv6gmVR3BTHld8TIx5BDTYRLN+GzenFnZ/w57Cn5VG75kvc6ESWL2W3x0WHadOYN306KVVVDPmJdu84u4MuhsE6TWW9GmeCx0v6hRfiy81lwznnYlbVMMMmMtbuYKuq0d0m89nMWVzodtNdVngsFKTZ4yFdEKkQRVwnnsDMlhb2rVnLjYKMvGgJbzsdLHc6GBdNmHXOiUYZIMucVd/AM0VFlBXvQjZNsiWJeyNh4pbFLR4v2ZLEB6Eg14ebuCUlhcMcTizL4qFQgFGGwno1hgIELIsim42AabAhHmdVPM4ku4OJDgeWZXF3q58sUeSOlma62CQGy3b+4k+0+9+XktoWGE4Ph9gYj3OOx8Mkp5Mn1TgzXC76+f2MUpQ2+YKjnU5eCga4LyWVlWqMVbt20eTx0cFmwy2KiPtKyM3PZ+yrL/PtI49QvX4j40wTURDYpKnUBFq5z5fKD+pBybwqXSdoGNzhbyZdlPCIIkHTRNYNzvb5WBaL8aUZI6RDs2GQngxaN+gaF0SiFLi9vB8OcbLLTbWus1/TObWikpmiwHRVpUpVuSKpZblRjSMLArPDIZosyBBFVJ+Pnvfew6577uX61lZwu1mua9yjyAzTNZbNmcP4447j7Cef5N2WS3CWlhHLyuKI++9j1iWXcmZpGQDb1q2n4emnuPK9d/+l+03nHj04+qMPmffOOyDLXH3bbW364O20085/H+3xRTs/smP9eub+6QZ8VVWY4fDPEu+/xQhyxjPP0LJkCZrTyZR77qGod+9DMj9RFDnz1oS5bVNTEzU1NeTl5f3qNTvuuONY73bz8OVX0K+hkT8LApVPP8tMm8yp1/1jWdffg15YSGzzFhxJc+5oQYdDfoxDwd+dLcvimbPP4ZQVK3GLIvO+mYPx9lv0Gz7877a94vXXmX733VBbh7d/f8699RZevywhP+QURQYpCktNg1pNQ7VMhsgyiiCQkVzP91YUinUd3bKo0A3eDgUpssksjkc5zemit6xQaug4BZE3Q0EE4DiXq+3B/4xwiCpDZ4iisDAeo0zX2zponaLIMU4n30aj3JmSil0QKNV16g2DD0IhtmkqD6Um4rqIZbZ1YVuWRZmu8200Qi9ZYYCikC9JFGsqY1wutqkqDwVayZZEREvgVq+PRfE4Df36Mubyy6heuZL8n1ilDpTt7A+FqTB1MkWJY50uZkUjGCTkqPJsNr6PRijTtbb3lTg3MnWGSb4EYctkjRpnbUY60X792L9yJdW6QX7yPLaYJgd0jbhl0WiZ5HbvxvUffIAoy+Tl5fH1+++TM29+274zJIluNhvnrFnHxvUbmFlVxdSrrqJ89lfkGhZTjSjjVn9I6WqRiniEJkEiZpnYQy3ItXtxbpmPdOqdietHEPF1Hki0sYKa6jIuu/MpPIrAPddfhMvl4qHn32RvaRWaksOP9vCiTSGtx0h8eUXc+OVDjEh2ZT9gs/HDrkXslRR+mPYgWDqCJBMo346wbSGTW6pItwy2ZBdR2XsCNoeblKKhVC3/lIJJF2JzemjavoTOR11O/eb5aJHWRCd+2E/J7KeQJIm0vhPRIq2E6g7QGhc46bqHGN8zh7Ejh5DRvJlwWgci9aWk9UgkYAw1xrwlq9i5aw9Cryl0SHpSNGz+HkOLkxmvpM5SaNj8PYJkSygcHHUZdeu/buvYbynZgKdDL9J7jsI0dGrXfIkjJRObO43aNV+S0nUIkYZS/CV7aAwUEm4sx79vPfb0fMI1JVimiT0lq82fMrXbMCoWvosg2XBmFpLZ/3AaNs4lb8xpyO5Uyua9Rs2aL7EMHSyT6lWfkz/mdMCiccsPeGwhjrn6QWJZA4nW7iNSfwB3bjda9m9mqSjSYdxofIOH4LUs6td/Q/bQY8l0mDS11iCkJu5jQqCKnt1G/Cu3mN+EJEm8+eQ91NbWYrfbSU9PP+THaKeddv4YfnNSY/r06cycOZNjjz32j5hPO/+FlAcsxLzEcsHmTmN3dcXv2s9V55zCuntfpjV3JGa4mXH5Fh06/M8txF/8683c+uCzzF1bgehOJ6PfYWiCyKwFq/6wpMa0SUN45LPlBIJRMgceAZbJubc+zozn/7OMqkzT5MW3P6SmMcC4oX047siJnHbiMXy24AEacscnKn92fMMrq1pJHXs+YqaNBsvitife4MNn7mHQgH68d7ePa+56jKa0g+ZgVkYX/nrpCIYOGcyEaVfgyu6MZRrEmquwLOPgOMtCiwSJ1pejR8PInjSUlErCdQeQHG7UQBPVyz5BkGSiLVV0Pe4awtV7sdkT1ebOzAKady4DwJXdBUl2YE/NIbB5Hp78ngiCQLByF97CfoQqdxGs3EW0oQxBshGu3ounYy/irXU0bv6evFGnUrHwHVK6DMLUVVw5XbGnZCEoTho2zaV61efEmmsJVe3GUKN4OvTEigcRDYF4ax1aqJmUoiF4O/WjcftiwlV7yBw4mUDpVgRBRJQVTC1OSpeBRFtqiNbtJ9ZYjj0tFy0aIlq1C0dGR0TZSf8Obrz2dNY32GjathDFk47N4QFBRPakEw80YUSDNG5dQM6w4xBEiZi/jtaSjYh2F6q/jsyBk1G8GTS9ewOR7+Zx69tvo3TqRNQw2K1p9ExKSm3TNIYqCnHLopvNxguyjTO6deObJ57EUV3NCU4nQcvk9WCQSz1eNhomXSWJfsmHE3d6vDzg89B30GCqGxvpnppG12nT6LtiJXIyWLo4GuO10aMIKAq7167lBE2jW/L4YnkFBaLIOUmTQsuy+GugFYuErMAwu4Pdus78WJRm2UCWZVTd4L5WP4+npbfpDL8aDNCoa1QbBr1sNl4KBsix2ag2dIokGUkUGJqsrJsVjZIriehYP6t0cyAw3ulsq6y7RbHzxqAB7Fm4mOGWRb/kuITcQaKLY6zdSbVusiQe42jBmfCayMggEAjw3T33MHTrNtLtCnfpJoPDYbyCgB0IAAWSxIehEKIA82NRnvSl8nIkzJVeHx5B4MNImCpN46NImD6yTD/Fzvp4jHmxKHZBJGZZ9LfZqDANeggKp7jcvBIM4JJsXO5281k0wp1uD9hkiu12ZkYiDJZl0kWJs9weRmgq2zSdwxxOxhgmb3/9NcdX10BSWmGcTaa+NcDUFatYtm0H27Kz6T98ODd/+WVb8L5z50767d8PyW6U/nGVeUuXcdjJJ//L96Gi3r0pevyfm4MbhsFX771HpLWVYy64oD1Qaaed/0Da44t2fmTBX//alvD+RNfZLUoUiiLfFHTklOuv/5f28e2775HzzHOMMRJrx48vu5zrFy5AUZR/suW/znv33AMff4pL0ygbO5ob33//V73k+o0axWBJ4pjkWr6TabJz/fpDNpefctEzT/O2ZdG6q5g6u53+AwawYflyho4b94cc7/fS+exzWP3QQwwNhdng9eA5Zgq5zz6HO7mWOrq5hXnTP6Rk505CTU0cde65ZGUnKrsdDgeXPvFE274Mw2DSDTcwc/NWJlRWUuKwE4gL3Jn0V3s3FOSnaRTLsvCbBjEsTCvRvSACf/am8GQwQJNpsVNV8VsmyDK6Yfzswb9LFKgydPpbMqe53HweCaNZVlsRS4Nh4BEEvIJAtWGQKYpMcDjoLSsMtSts0VSGKXaOcDh5MRgkSxJRgVNdCf+NckPHqcLcWJQTHA726waFNpk608QwIcMm8n44jCKAvaCASsHBnL01DDBN8pLnr0TXON/jQRYE7vG3kC1JTHQ4WRGLcW+gFRfQUZLoYZP5PhrhKKcLy7JYGotxWrLQxScInO5yMzYa5439+xkaV9kELI3H6SvLVBkGaaLIn/3NqKbJS+WVvHHGmfS+7FK6DxzEtk8+ZWckzEVuDwLwSiiIA4GAaTIEePTOu6h+/Q3qGhrA0HgtGGCQYqe3BHNVDb9k8mHlJt76aCcdBYuYbOerWBhb0iMw3lqP0VyOXDSSbbZOWLrBZXc+SbrXzSaxL2J6F1pXfY4ztwhRkmnasRRPfg+IBcn6SYrUKQissQSWpOQiVu3ElVOEHvLj37Oe8yo2cEvye9tUto6r7G6aC/sj2V2k951A3fpvSOsxguyhxyDJDjL6jCNSdwDBMonU7qPLcdcRbSjDv28DseYq9GgQU9cIRFWWVOfxw4dL6Oy0yLL5aczqTN2GbzG1GIIgkjPpEjRBxL9xLjnDjgNAdqdQv+wDehVkkutyo3ZKSDA1bJ6PIAhk9D2chk3zUIPNYBp0TEpRiZIt8fqwc/HvW49ld9O8ayWhmhKyBk7CjEdwxiPUrPkaV2Y+hUddRtxfT7z1oJSsZHfhyOhAtKmSeNUOymtLyB9zGrInkaTzFvRBjwbJHX0qgiAQ89dROudFRMWBHg1R3rEnOd2PxA7YU3OpWvYJgdJtpHQbhuxOJVyzl5QugxAEAUWR6RvbxJPP3svz73zKgh0rEYAThnVmzMi/T3QeCgRB+ENk+Nppp50/lt+c1EhJSaFr167/fGA7/2fwySbh5L8t08Ar/5Y6qoMUFnTk0ydu5otv5pGf3ZHjplx4yOb4e3C5XDx029VsvOkFrIJERYBlGsi/XVnrX2baiVNYuXYjK8WxiYovQaLa05cly1dxzFGT/7gD/0b+dO8TrI53QXJ2Y9HsYlqDYc6eejyfPHMnr7z3KRWVVazM7IYpNbV1OQiCQFPsYEDR2NxCXrqPusb92DIT95QMtZru3RLapR3TXBSHWmjZuZS80adixIJULpmOzeXDVGPokQBdjr8e09ApnfMCrsxC0nqOpmn7IjoddSl6JICla9Sun0Pdum9wZCQSZJZlEq0rpWDyRYg2hebdqwnVluAt7EuksYqKhe8iOTxEa/eTOfBIlLQ8/HtWUzDpQiCRBNGjQbIGHUnTtkWEq/egeDJI7T6ybZHdsOUHnFmFOFJzSe8znvr1cxJVLRkdKfv+DTwdelAweEpCMmjDHDIHTCZYvh1HWj6iTSFcW4K3oA+h6t0Yukblkg+wp+YSb6wgb+TJSLKDeKCBurVf4UjLJ6XrENTmKlpaSinLGoQe3UPuiJOwLDPhRbJjKfljpqGHW4j663Ck5hz070jNoSHQgM2TjjOrELsvCz0exmVoLNBMPKvX0XPteg5INjarKivjMUQE+sgyWaLIHENnnN1ORnMzHW+8mXQ1xhi7g8Jk8qGrTeZ6RwZ+xcWwyh2U6TqdbDaqDIO4TSa4fRt/amnF3FnMi4sXMdRhp6eWeAgRMU16DBvKubffzsuXXkrXb+e2XT8+ScQjiD/zcOhps7EmHmePpmITBB5ISUUQBOZGo3zjb+Ewh5NSXWtLaAB0ttk4xunim2iEZtNkotNBpW5ydUpaIjlnWXwcCeMUBAbaZSwzEShuU1X6KwqaZVFq6IwVD3YJmJZFrLqaOx0OvolGmBeN4hEFFsSi/NmXevCLJMBUp5tnFZnOAwdw7lNP8vkjj3Dmth3IokRfzUCPxphgdzAnEsYpSmhWojOlzDAIGwZ9ZIVXw2FOcjnxJQPZc11u/tTSRA/RTrVhcInbQ6th0F9RcCUTQIvicYbKCvNiUTrbbHhFkT6KQp1p0usnMlW9JRsLhgxm1+49XJ28ZopkhcXxOLs1DbcAu+bPp6Mk8mMKukTTKNE19usa4wMB5s+dS/9kpeWPlax5eXksy8ykX3Oi86UR8Hbu/E/vPb8V0zR58qyzOHbZCjyCwJuff8HFX84iMyvrn2/cTjvt/H+jPb5o50fsoXDbv89wungpN5chl1/KOVOntj3U/mfUbljP0cbBYphu5RXU1NTQqVOnQzLHXTt2kPLu+wxPHqPvoiV8/tJLnPErSRe73U4gLQ0CQQBiloWVmXFI5vK3OBwODNNELt5NH0Nn8vad7HzjTWZcdy3TbrzxDznm7+GYC85ne/9+rFi6lEGHHUZOQQFzXn4V9AgAumUx/913uPXTz0gXRd77bAbnfPE5eT8peFNVlRcvuQTX5i3EPG66XXcNNS4XmRkZjD7z7LYOiLgFxVqcmGXSXZZZHY9Rb5hkiCLHuFz0s9n4IR5jgxrHK4gsikVwiiKqZTFWFFksiOxQVfoqCt9Fo7gQuT0llfnRKJW6zhSHk/fCIUYqdppMA0kQSBdFng8GGGl3EDAN5sdiDFfsLNE0SjSNpbEYdkGgk83GCU5n25rzq2gEnyiyVI3T1WZDJSHzVKbrLInHuNnna1tLfRgOoS5dyivekdjGXMmtEYmBxYtRNZVTnK62JMtxTicvhYIUOJ3UOR1kqHHGORzELfCIAiuiUQKWRcA0aTENvo5GqNINbk526nYAhLJyznd72uSv3goFOc7h5M1ImNt9qayPx/kmGiXrwAGMvz7CzTYXR5gaJzicPJL025jmcpMlinwUCXO+20OeYXBKfQM1hsEXgsjFLjcVhs59lkmB18MVSQ+3YbEgQxQ7Xk2n+MtH2ddnAjFLY0CmgJCWS3lm4nstiBKVcTf1kRBSp8S6PGf4SVibP6dzQQ4t4WZcfSdgGhrPp3bk0WANCvCMZrD6iCswA03kJI2w3XlFVCx6j2FVBwP/DFHEU7WT8MCjaNg0F0d6B7wFvfEV9m8zIDfUKIIkJyWIvYm4rnovHcafCSQ8FUu/e5Uux13TJjVVunY2d545gide/5SYacee0YHcoQcT/EJyfW9ZJoGKYjoefhF+IL96Pnr9KhqDMaI1u7AGTEJ2+fAW9qPsh3dwpGRiavGfzC1CuHoPzqxCXFmJc1a/ZT5asAlHRkdSe4yi7PvXyR56LEY8SrBsG7GWGnyd+iEIIoHSrYRKtzBi1Gjuu3Ial9z+ODZ3StvcDDWaUBH40fslNQdHVgFGLESnoy6jceuCn90D7ClZ5I87A/+e1chOL+Hq3cl9WfTJ9/L2E4munPtuvoq7DQNBEH6XxHk77bTzv5vffFe47777uP/++4lGo3/EfNr5L+TuK04jq24FcsVqurSu4YGbLvnd+8rIyODyC87m+GOO/I+QHkhNTWXayE6YVZuJ1e8np245t15x7h96zO5dO2HEI22vxXgrWRn/OZXFlmWxtTqK5EzqZGYUsXBDYhHi9Xq57dpL6dG1M7b8fpi6iqklpHIs0yA7qU71yaw5XP/6IralTCBYvh1l3/f0iGzisaun4vP5CIVC1OhemrcvQvFlYXO4safm0vGwcwnXl9FaupWCyRchCALhymLyx52Br3N/fIV96TD+bErnvkbLntWEqncju1LwdR6I2tpAw9aFVC56n9QeIxFtiWq99J6jEjJNKz5DlGScWYWogQbcHXrg37cW2eEhNdkKDODO7YoWakKUZNRgE43bFmFPz6diyXRq131F/ca5ONLyCBzYQv7Y04n760jtMRJ3bhGKLxNvQW+yB08BEg94U7uPoHrFDLRIgODOhTjTO6Aodtx7v8NetxUt2EDhEZeSO/yEhBfG7tUA2H1ZYFlkDToSxZPwK4h3PxZndhcUb0YiYbJ+Dt6Ovek29TYCZVvRoyGy+k1s+0wgsbh2pOWSN/x4TF0lWLaNwtlPUmL3Yrp8XOlyMtHh4EK3G0uAizxeoqbJvHicDyNhjnY4KNV1+skymZJEriDh+smC0y4I+IuGkq+GucHnY5em8VYoyHZd45bGJnKra9iQNNE8s7KanaNGsdDpYL0g8MWokW0B+GkPPcRH/frygSjwgqbiNi22aHEiSd11zbLQgOMdDioMnRNcrrZ7yBSnk5GKg2kuNyMVO5uS8k26ZbEyHqdAFMmRJO5KSaXOMFHEgw/fJUHAKQioFhzQdDIliWt8KTSZJm+HgjwZaCVdFHk22Eq1rtNoGLwUj2Gz27EsCxsCtYbOEjVO3OvlB10jYposicXIlyRqRJGTn3+Om2fPJicvD2KxtiAUIFMU+DISYYOmcZPXxwDFTj9Z4Wi7g1JNp7dNptXQCf9EckAHOtlsTHW5ONbh5NNIGB2BqGnxSTjE+5Ewl3q8DLbbOdXlZmksRm3nTlQedQQNWGxRD5pjNug6JWvXEbT/vLrVLSSqFN8Oh3ha1XHE47yMxdvRKFuSZpSbVJW1qsqi6R/y2uQjeP78C2htTZh7pqWl0f3uu/iicye+ys1lxSknceq11/zzG9BvZPP69Qxdupx0UUQRBM46UMrXL754yI/TTjvt/Hu0xxft/Ig4dCgNyX/XiwI9jjmaaVde+S8nNADcXbrQ9JPfxYrsLLJ/w/b/jMbaWnLiB9dSKYJA9CdeYX+LIAiMf/ABZhR1ZXZmOl9OGMc5DzxwyObzUxZ89RXDvv0WRVM53uFEEQQGxVXqPvt1s/AfPvmEl6ccw8tHHs1Xb7zxh8zrl+g3ZAjn3HADfQcPJjMzE+m8c1muyOzSNF4NBTnJJpMjSciCwJnlFXz3N7/fHz/8CMf/sJATmluYVl5J6bPPcfgJJzBq3DgOOBMPtT+KhDnF6eSxtHTyRImPQ0GyRYkrPV4yJQmPKDA9GkEUBNapGtvVGN1lhdt8qdyVksomVaWXIlNh6EwPhag2dCY6neRLNs53e1gRj+ERRbJFke+iYXrIMpPtDjIkGxd7vIyy2znK6eIYh5NbWpo5wenijpRULvV4iVoWJbrW9n4+CIdoNROm5Jd4vKSIIuOTPmqdbDYyRfFn8bFTEBkQV+m8+APkWY+RsXcNgwWBs1xuvotGeKq1lRcCAb6Ix5COP47WwyYgxKJELZNuNpmpLhcDZAWvJJGb3PcIxYEIKCIsSV7jQdMkLdlpCwlzdg1Yosa525dCriRxvMvFZjWOz53KC+POI3bxc3x5+l950ZdHb1nhLLeHPEnCJgjIwCvBABOS721FPMY1bg8uUaSnrHCSbmBTNaoNHYAim8w6y8ImCDwZquH2jZ/z3MVHMOPNZ+lWkNPmBQHgtiL47AfrdkVZwStZfPLKY1x96uHopWsJV+ykQXHzRSTMC8EgdVocoXwHsvugBwSAhcCqeAwreS/Zq+tU+psILXyXzIFHokWDpPUYTfXqmbSWbiVUtYdA6VZaS7cg2V2IokTdhjlo0dDB+UgysjulLaEBIClOcrOzGT24D2m9xiAKApaZSJhalpWMNxfSsHk+nvye1K6ehX/vWlKyOvD1K/dx4VGDyeg6kOoVn1G59CMitSWkdhlAwRGXUL/xO/z71lOzZhZqOIC/ZENbQgMgpVN/LMvCmVlA0/YluPN7Eq47QOOW+WQOmETOiBMpnfsqlcs+Rq3dwx3XXMicNx5m664SpKLxVC5+n4ZN31O58D3Se4/D1OLo8URi2ohHUP31iEqi6E9JySFQugWAeGsDlplIVLhyi/CXbCDaVIW241u6BdfxxC0X/+yzkCSpPaHRTjvt/CK/uVNj2rRpfPzxx2RnZ9O5c2dkWf7Z3zdu3HjIJtfOfwdDBvTj61f7tcmK/G/jpivO54zjq2hsbKJ3716HtHX9l7j8/DNYfcsDbPNnIBoqR3aVGTb0l43y/icQBAFZMPgxlLMsC5mfG3pOGjeST577isx+E2ncthDJ0hhSmMKzD95CNBrltZmLMLseiQCkDTmRtOb1vP/E7W3bL1u+giZbNtlDhuDfu7bt/y3TQHZ40KWmRDWIw4MRj+DKLWobY3P5sLQY2UOORZRsNBUvR4u0kt5nPK371pE7airB8u1t401DQ3an4srqhBpqpmXferqfciuCIGKZBqVzX8NUI3g7JrSY1WAzomwn7q/FmVWIKNtx53ZFcTgwm0ox3DnEW+sQbDaiTZWEqveQ0uXg5yfZ3aihFpRkq27cX0dm/4lEG8rIHn8elK/mwfOPoqKhN3MWryPSoLZ9rxR3CpZltp0LXY3SXLwcxZtJpGYfnrxuyO4U1EAjcX8tjoyObS3BeaNOoX7z97jzihBEgeoVM5AUBxYWWQMTVUmSw4uxbylDtAZmdhrLyftWtM1bFARCpsE8Nc5Gdwo1Zz/O/lWfsiUWInBgM68kg8dRdjuvhENc5fZgAx5RDdy7VvCcGcEmihztdPJsKMQlyUDmWKeLz5KdEMs1HUdGJr0+/ojU1FROKCpqW8D6Gxvpc/55bHv6Ga6rS7RC+70p3NPaSgcpkZTQLJgRjVBkU9ir6RQlOw7qdZ1MKbGfgGUR0HT26zo6kCNJLI3H0JMByykuN/f6Wxgma9gEgUxBYE08jkcQyJVs5EoSy+IxskSJaS43q9U4RzqcPBvws0/XMYA/OZzMjsd5MiuTI6urmZI0rv9BVRHuuYsXZs0if9sOsi2LD0WRfsuXU/zyy9h0nWjfvixIS2NySwtR02R+NMLxDhe7dI3UnyzmU0URS4BVahwDi08iYbyCSIYk8Wow0KbtvE5VKdcNRtll1qlxjnO42KwdDKABOkgSXY89jsD69dRYFrWmzrOBVgpsNoo1jXt9Pl5paOLDrAwmROPs1DQKbTbG2B00Gwnvo8kOJ2slkUsdjjZpruOdLq5pbuI1WUbatRu9eBfvXf8nrk/6Zkw6/XQmnX5ojf7+FkmSMMWDv0smIPyKPEg77bTzP0d7fNHOj1z6+GPMyM1hw549+Hr35sI//ek372PaDTfw2oFShPXrUV0uRtx2K06n859v+C8yZPRonu/Zk3P27UMUBL7NzGDUCSewaM4c0nNyGDjs72Vqh0+axPBJk/7weMlfW0sn8xe65q1f7qQv2bWL+vvu56Rg4sHrxseeYEOvXgwdP/4Pm2NVWRkLP/2M1Lw8jj/3HARBIBQKYSkytadOZe287zmurp6gdTC+MAGS66DNy5ez7NFHKd++nSN+sjbK8bfS0tJCXl4eh7/wPK/cfDPeSJjspDzmFJeLStNgv6Hj0zS8gsCqeJzz3R4AjnA4ud9vcnbytSgInOFy814wSLkg4JVEMn5yPEEQ2KaplLX6KZBsZIs2ngkESBdFmg2Dk1wuWkyTPZqGXUisOWdHI/SXZfrKCoWSxDi7g9v8LRRIEie63BRKEl9EI1TpOqW63nasvZpGpaHzQSjI4Q4nXkGgxTDYqan0qtnDIAEudHspJnGMZtPi3tQUFEGgQtN4ac4cHnB5kF0entKNNjlZBQhbsAALj65TbJpkSjZGKTJRy+TlYACfKOITBGKWhUMQiJomu3WdkxzOtmu5TNcIWxY/ZHSCPhMAsPky2dZ1KAV1JejJpIRlWdQlO5wCSQmov700JUHgTJvM17EYl7k9VKWnUT9pIi+sWUuWw07haacx6cQTsCyLjg2l2BfNpDWvFy4Fbr3uTBZ++hmrvn+FeGYnnAc2YbbW88Djz3LDVZewaM1f2dcioqbnU9pwgFPNOD1lmU1l67jBNFC7DELxpBMo345l6JQ6U/goEsYpiOw3LTyn3ETOlu8pmfc6raZOsHQb3sI+YJk07ViCzZuOt1M/XJkFbSbetWtmo4b9KO5UYi016NEg8dZ67CnZGFoMV6SKY4+azNffLUAQJdL7TqB+41xExYHQvJ/soaeieBMFjqHqvTjS8xAkmUjTduYvXs6rn35HRMnBldsNPeInve9hNG1fjCTbyRlxEnqkldaybRSd8Ccaty8mWFncFte27t9ERp/xyO5Usocew4FvX8LSVTpOPA9BlFDcqXSechV7P3+YDqfdwbfrV1P03Q+8NXM+IdJxpHcga+CRhKp207J7dUJB4ZsXSek2FICCIy6iYuG7VC56n7Reo7HCfrSVbxJ15ZI5MCGp5S/ZgCCKdDzsHM4saOLmq36e0GinnXba+Uf85qTGhRdeyIYNGzj33HPbjfza+Rn/zrWgaRoVFRVkZ2fj8XgO4awODR06dPj/5u9hs9l49+l7KSkpwW63U1hY+P/luL+Fy44fzQtfryEkZ5CrV3PrnZf/7O99+/Ti9lOq+OSHdXTvmcuZRw7nhKMnEwqFOP26+yn16+T8bIuDq9lPZs3hmdkbCTW34MrrjiDZaNm7Brsvh9YdC8geeCT1WxfQuOUHfJ0HICgOqpZ/TOGki0AQqVv/NZkDjmiTvcroPY6KRR8QKN2CN78HsssHWLTsXo3k9NJcvBx3fncy+08CoGL5J5TNew1Hej56LAyCSLy1gfKF7yI7fUTqD+DtNIBwzT5s7jRiLfXogTp62pswM2W2BeIozhTUmn00F68gf+w0atfMxpGeT9xfS7h6D7HmGgw1gjOzkFDpRtwd++JI74DsSSOWO5DlazfyfYVCNOZBV6vazo2hRgnX7MMlGYQbKnGkZJM95BgAZE86jRu+QfJmEfXXElnwFql9J7ZtG2+tJ9pQTu3ar8Cy8BT0wX9gE57sLkQbygjXlmDqKrotlaEvvsSHj77HmszOnFG7E48oskbTqPClcO7iRXz3wmco3jRaj7qSVkBd8g7Ta7dwbiBIBEg/ZgrLBw1m/htv0C/SRFogjM17sPopYOrMjETQsTja4aTBMqk0TC53uWieOYu3P/qInCFDuOTjj8jKzubr118n+sQTdA2GKNV0SBpCp4oinfr2IWvvXkKmxQlJE8eYZXG/v4UqQ8clCCyPxRhvT7Req5bFVLe7bS5zIhG8okSJYXCPv4WgaYBlUW3qiAg8FQ4zSlaos0wu9yaSE/1Q+CQSZr+ucaTdwcehEOWGwdGSRO9kkHigooJ0u4N9mk6lYXC808UIm43Xv/iCI847D/vd95JnmhxtGHz+1jtMkmXSJYldJQeouuYqHvjoYzqVlJAn2dip65ztcvNCKMjN3oQUwBuhIF1kmWlOF7NiUS50uSnWdb6KhBEt8AgCs6MRBsoKd6emUqyqLInFWSsIuIBiVaW3olCjJ+Znff01N7X4EWSF41MUXgy2UqxpTLY7CFvQU1EIdOnKFw31nNXY3KYt3WAelPdQ0tLZX1NDr+Q5KNU0OklSm0SYTRCwV1b+6n0lFAoRi8XIyMg4ZGuLAUOG8MwRR+D94Qd8FnzdsztX/Y4HZO20084fS3t80c6PCILA6Tff/G/to6GhgQlXXkH37k/+IcVILpeLS7+YwaxHH0XUDfqdfBJzbrmFScW7qZJl1pwxjcufeuoXt/2jr+3Jp5/Om++9R889+5gfjXC4w8l2u0LOGb9cRLB1xQqGtAbaEgaDIxEWLF/+hyU1SoqL+e6c8zixtpZ6QeCFpUu59LlneeGkkzmzeBci8JxNIk0QWKtqpAsimZLEV0VdueSGGzhQUsI3F1/CReEIK+Ixtoki/WUF07LYX9SVqdnZvH7zzVjzvifP6aQlNRXURDGHZVmJLiBB5GSXi0WxGOU/SRwAFNgkWkyDtKTkZqmuoQkWnW0yfWSZlWqcWsMgV5KYF41iWVAg2zjO6eKOlmbOdHsYpiisiMe5r6WZfnY7oxU7mzWDsQ4HRzqcfB4JUyBKlOg6p7tt5AoiZ7k9ZCXXVkHTZH4sxrEOJ19EwnSSbOzWNB5OTceyLN4IhyjTdZwI3JGSgiQI1BsG38aiHO90sUvTyBQP+r8VyDKdY1EqDYMuokh+8ji6ZTErGuFunw9REHhZ0znM4aCnrLA2HmdxLE7UMuiv2KnVDR5P8TG0Z08ORKP0dDpYUFlFeVMTTkliU0DlWIeTt2PhnyXumqNh5qblUBNsordlEbEsTne7+So/n8Zpp/Htxk20xqK8tHYdV0g26g2DCkNnhN3OLkPn7G4DcOcVkr94Jec01FDcoQOdBw4EYO7HHzP4sxmcZJrotXtY6XbRo/AmFpSX8nHZZjYeWM9j/Y9Gn/oXvqxt4rtzr0XvPw1PvowBrDAt/lyyDNOyWOLOwG1ZVC//DC3SSlqPEWQNmMTFe5cw0n3w2cSle9dwQHbhHXsUuQV9E8Vlviy8BX3wdR5I7aqZWGq0LaEB4Os6iAPfPI8jPR810EDWkGMJlG4lXLsfIx5i0MCBfPHVd6zcVUGjfxcdxkwja/BR+NfP4uNn7+K2F2YQco/FiIUJVewgZ8SJCIJI054N3DNjC/ZhZ+Frrad23VfYfVkJJYPa/Uh2F+68bkh2F0Ys4amox0JEakqIN1dj6hpqyI/sTgUS9yZTiyHaFFp2r8buyySt52gMNYKSkk3DpnnEzCAPf7MHod9UUuJhalfPIli+HW9hP9x53aha+hGewt5kDTyi7f27c4vI7D+J+k1zGZoR57PvP+P9z75k7rot7CvZj13x4sjuRpfWtVx77z2H4jbTTjvt/B/iNyc15syZw7x58xj3H2Y21s5/L/sPlHHNQ69RJ+Xg1f3cPG08J06Z9P/l2DuLd7Ng2WqGDerL6BF/jPn370EURbp37/4/PY1f5YyTj+Wow0ZTW1tLly5dcDgcfzfmhCmTOWHKz31AXnrnY+pyx+HUivHvXYe3c3+s+t2cdvSAtjEf/7ARodMI3Mo+6jfNQ4gHyLKFuXBSIR/HexDPLETxZpIz7DgidQdQ3KmYapzqFZ+hRYJkDzmaWHN12/5MLU6spZpOR11Oc/EyLMsivddYIo2VtBQvo9ORlxKq2k2gdCu+zgPQg83kjTwFR3rCKKxhyw+kdhsGokTt6lmkdBuGpatokQCN25cwrG8RjZqfzU0Gkuwi2liBZHfhzOpEtDHxADdn+Ak0Fy8n1lxNwaQLiTVX49+/kUj9AbJTfQQNnVhzFTaXj1hzNd9uWkVD1IY7rytqoIHSea9hT8lCDTbhkQyGdMlkR7yZZikTAD0WJtJwgA6TEpUt4boDaGE/rcVLUVKysKfmULt6FoVHXZ7Q7FWjlM15jtT8IsJ1B4g2VdBhXELr1VBjLFi9mSl9c1lUnsnFDg+u6r00yHDR9VdQVFREpluk3DQQRAnLsvB5HZzw3Cc8eMGF2EMh1JWrkFevpUurn8GKwnfRCBvUOC4EZkTCDFTsnORyYVgWz0cjGL37cFR5BQDpokhfQWT8jp18fs+9XPXqK5S//wEnR2Ig2WiJRjEtO6IgUC4IDD7rTDa//Q5SeXnbg/avohHuSU3DTiJgK9V18m02ng20UqLrHGa3k5FMejVZJpNlBx9EQhzjcNFZkpgdjTJYtlNvGkx22LEhIlo/fwgRNU1WqXGWej0cqwo8lprOOjXOgpiOAAwAjjEscLsp1jTWxOO0WiZ5mZk07d3LUYIAyfkOkCSqDIN0SaKXqlLeGiC7Vy/UkhL8pskVvoQ+baok8Wd/C5qVSAb1UmQUUaS7zYZDFBmsKAxWFO7zt/BOOFFx2dmZeJ864LdMJip2uikKK+Ix3gwFkYBsyYbqciH4W9veX74kc7jdxseRMBPtDrrbbOzNzaX/Gaez4/6/opgmK+IxCiUbDwRa6dK3L+c/+QRvXH01fSsqEQWBJsNAEUQMy0ISBHTLIv4ryeFPH38C/7vv4onHqRk5khvefw+b7TcvUf4OQRC44d13WPj1NzS0+rl26tT/yMR5O+38X6c9vmjnUPHFc88ReullcoIhvu7Tm8tnfEZ6+qGXcc3MyuKyZOLi7Tvu4Ow9+5BsNjpYFoGZs6i88UY6duz4T/Zy6ElLS+P8L75gzrPP0dDUyHcdOzJ88mSG/UqSYsDYsaxJTeGwpN/HJrebfn/g93DRq69ySl0dCAJ5QNaChcx86y1O2FmMkkysXKMb/FmW6GEpvIjJ4FOncfXDD1G+Zw+zzr+Afs3NYHcw1u5gUSzGy9kpdBw7lov++lfmz5jBgE9nsDkSRrcsqnWdOV4fvQyd2brO0XY7i5IydxMdDt4IBWjQdbJsNhr0RDHMl9EoXSQbzaZBvWFQZ5ikiwY1psjFbg8r1Tgr4xZ9bDZaTJPtqsqCaJRBdjvjkzHREU4nWzSV01yJQpoONhufRRKyPH1sMve3+kkTRT6PhImPGM5nW7dwjZQwpI5bJhPsTnorCrk2G9PDIa7xeFkVj1Nu6KQKIiWWSR+7o61wJFuSUJM1Yo2m8XNZUsui0jBYHY9RZyakp14LBulik+gly4jJfeRIEj3lRBJwhN1Oha5zwBBwCyJTnE6Wtrai9u6F9OprDBIlXJrGTofC+c89j3r77UzQDUJNZTw97xWU4ScSq96DmZ6POfEFzPdv5FQ1cY0ZlkVLLMrk88/ns02bYeMm6kJBbrcs+tpkxtgd3ObryKacvmRPuIa4KNHg7MawH17hpPp6vnzmWYZPnEjt7t0MSMrQ2gSBbsEgpbt2UTR+LFs3b2FOWgeMMacjALI3k7qYTJZ0sAtQTcslYlm8ak9h+Ul34PSm08kyqVz0Ppn9JqJFWjkguxhJIikWNU3CdjeGAqmdErFrRt/DqNvwHVgWcX8tMX8daqgZZ04X3NldAAjX7MNb2BdXVicijRVE6w+ghZopnHwhok2hvqmS21+ZRdao83GqUaqWf4orpwvZXoUunQqZ/vD1fDRzDh98tYCc4ee0qQn4oyZyZjcA7CnZODMKCOzfSKm/nrSiobg79KB5x1Ka96whf+zp+Ar7AlC/8buEzJXsoPyHt1CDTSjeDJp2LkfxZVIw8QIEQSBSd4C6Dd8SbSij8IhLaNq+iBS3C78pEStejjuvO67UbBx1W2guXUs4EkXCRFRb0JOG7pZltslqZ/afRNn691m/aSv7KmoY2jWL9x6+kbKyMoKhMAP6X3pI1v7ttNPO/y1+812joKAAX9I0qp12DgWPvfEJzfkTUASBOPDKzCX/VlLDNE2ef3M6+2taKMpL4/rLzvvFqqhvvl/II1+sR8vqy4dbVnPBzn1cdu5p/PWZ1zjQECHdKfDQrVf+Rz8AKyuv4Jl3Pke3BE6dPJKJ40f/fzt2WloaaWlpxGIx/nTPEyzbXkYk6KdnUQH3Xn0OPYu6sH37TgoKOpCfnw+AYVoIooSv8wBizdVULfmQLrlpfLPKwO1yMPW4ozBJfFbuvG6487rRsOUHGDiND9ZvQ9ISmqlqaz2mGsOdW0S4vhRHRgec2Z1p3rkM2Z1GvLmaph1LkBQX0aZKnBkFBMu3k95zDA2b5mLEI+jRAB0PPx9BlPAW9KFx20IgYTL3Y0IDwNOxF3F/HZ4OPXGkd0g8XO45hmhjOYEdC8joeCR79zaQO2pqmyFh/cZvyRl6HGXz36J62adkDT4KSXHiye9BpO4AseYqcocdn9BI3TCH/KQZXM3qWSi+TJpNL9mDxxGs2EnHiRfQuOUHcoafgCAI1K77iu1CD/TOeQQWv48o24m11JDe/aDvh+LNoGn7Ymy+bEKVxaihloRRumViGgaS4sSe2Zn0kdPwRgME9m9u21ZSHAQ1kddeeorbr7qWT/x2hP6TkRQnz329minHT+GRW6/g+BPOQ5F8pLTUcEn9Ht67ZDt31TcgJg0EP4oEuNLt4cNwiFNdbt4OBpnicnKzL4Ul8ThbVJWBisJwj4cDPbpjlZW3fU/DloldFJGTQafwE7PPqS4XT7ld9B0ymJThw8nr1o3awYNYE4mwNBhigqJgI+GDAaAIAj1lmQkOJxMcTj4KBbmjpZksmw3dgkxB5K64n3PdbrIkG/NjUY53OHiw1c9xThej7E7mRCMIwPp4jGF2BzW6jorFQFkhHlfREfgoEuY0p4sPw2Ek4GSXC9OyqDdNCiWJpyNhsmQZtbSMlH4D2KSqDE5Wjy6LxzgjGfTucCjk9utL+Wuvc6nHyxeRcNt5SZiaO8kRJRbFovRRFLCsRMLEtMiSREYpduJYHG538HUsEUS8Fw7Rw2bjidR0vopGKDUMjnA6KZRsbIjH2S5CY2Mjd7f66SZJjFTshCyTfopCaizKWk1FdHgpKizkhCuu4E9PPIHlb2WorFBuGMTVGNL4cQwaN46n1q7l7dtvp27TZppqa+mUksLTqkq2qlIvCIwZMeLv7iUVFRWYr73O8bEYAIFFi5nx3HOc9W9W6v6IKIoccdKJh2Rf7bTTzh9De3zRzqEgGo3S8PobnBCOgCjSp3gXXzzwIJc98/S/td9/Khml6W0PlwGcmk48Hmf7+vWs//ob0joVMuWcc7Anu0b/aHLy8rj4sUf/pbFFvXpRev99zH7nHTBMCk6f9odKT1mC+LPzqYkCbp+PCJCWHBO1LCaFo5yUXBvNXLUKu93O8hde5Gx/K7N0gxHJU9nd5cJz3XWcfMUVANSVlBCKRulpk+khy1iWxQPRMFuzs/HV1uEUJQ5oGtNDIU5wuehtk7mj1U9fWUYDpjqcFMkya1UVEzAtGG13IAmwRVVRLTjFlUg+fBgO8SdfCj1lmdWxGKvUgz4rAH97xfwofrleVckRJboqMsc7XbyV4qNaEHklGCBLkuglKxTrGn0VhTRRpKtkY5Max29abevFQYrCx+EQU5Ov45ZFo6HzQTiEiMAUp4NXgwHSRIkIFue53WzWNLZqKnbgPLebbWqc3brO2OS5VP9GB0oXEh5qJyff7yDgwfc/YKpNZreuM8np5EKbjW1/uoEKNcZbVkJ69I39q3mwYj2N/SYgDEl0CG2ZcCFPfvUYvQSoMwwuMU0eO+pobmnxIwkCVkoa0yNhRil2Po7F2NRtBIo3AyHZMSMV9mNDSi4ntJQRrKujqamJ6Wt38K3NyzlaiOGCxcqcHM4bM4ZhEyZw8sxvaQnpKD+51qx4lFjZNhyd+ic8Bfes4U/2dPYWDSc7Ke8kCCL21JyEvLIrhdkDp7B420LqCgfQapnEq/ZBbpefnadYUyVKShaZAyaT0X8SNas+p3nHUqK1+zG0OPGWWmTZRqxmFzZ3JrHmKgRJRrQpxP111G/4jsIjL0UQBCS7KyGZfGAzDRkdOOOWp3j7r1dz89UXM7h/bx55dw4hy05HewxH13z2Jedg6io5TgOlsCcRzSSlaAgA2UOPJdpY3pbQAHDn96R65efkDj8BUbbTemALggC6GiGl84C28+XK6ULTrhVkDjoSU9cgWEt5TQvOXh1J7TYc//6NqM0VrF7wIbFYjCnnXUe8x3GIiouWNZ+QmZ5OeWU19tRcGrYsQI8FkcMqN706Fy1vEEZTlC23Psj7z97f3p3ZTjvt/G5+c1Ljqaee4rbbbuPVV1+lc+fOf8CU2vm/RtyUfvZDFjP/PROoe558mXkNWUiuXqza00LjEy/xwG3X/t24T+evw8gdhAiQ2Z2vVq+huv5V5jblIjm9tB7YzLKzbmD0oF7ccsnpdOn8nyUDFQ6Huez+V2ntMB5BENg8fTnPuF0MHzLwN+/rQGk5977wPkFdpEuGncfuuP7v9Kx/jTsefYlVek+U/gOQTYOtG+dyy5PvIdlk6h1dcKo/cMnE7lx2zmlcetYpLL79aVo7jEeLBkjv0h+jaARlwFNfb6VX104cPbQL0zeVQnpnAmXbkN2p6NEgDbV1eKOViNE5ZPUZR9PSd8jNzSZYWYlvyClEavbQecpVNO9cRqy5Gtnlw53fAyUtl6atC1BDLVSvmIErrwhD05Ac3raFsmWZROrLadj8PYYeJ1i1G2+HngC0lmwgo/9kmnYuJ9JQiuLNpLl4OdGGMtJHTmPhoiWIzlRiTZU4MwsSC1IlodtsT81Gj4eJNpSjeNMJVuxEj7SSOSDRwaJ4M3DkdsOIR5DsLtJ6jqJh8/covgwEUcTXZTDhymIyB0xuk9PKGXY8LbtWkdF3AindhuHIKKC1ZAPh2hKcWYXJpMp3FExMJGwi9aWogUYi9Qdo3LYIUVbQQn70WKKS3+bwEqnbT3qfcQiCSKzuAD0GpALg7dEHsbqE7EEJzw0jHuG+p17ho1ef4sTGErLq68kSJQYrCqtKy9gvSuhAj2SVTZ1h4BREukg2utgdjLP/6KPhTHZsKDSlpTHt7rv5YO9eRu7bT6Wu02wYfBCPoZWXU15SQsoJx7Pn9Tfprqrs9qUw4JKLycrPQ9V1dv7pBk6Iq5wM/DXFx76WFqpVlSMdDrxiInDepWlETROnKNJsmhzmdHGO24NmWfy5pZkpTifD7InKuguTiZjeitJWbXexx8vjra1oMsyMRPCIAk5LoBaL22QFZAXVspgZjWAXwbQE5sWiRCyL3rJMha4TN00m2WR61NQy/dtvqBTgQCSChkW2KPK+101h165kHnc81StX0knXQJbpLyt8HYlwvNNJo2FQaRhMdjhZFIvwXjhIjiRxiy+hmbxFjXOHvwWHALOiEQ63O5gdjRA3LUYn39+Zbg9PBVoZ73DweSSMEwFFM+jS2MiVvhTsgsA7oRATkg9egjYbdzpd2AWBzW+/w1ULfqBDXj6e1iCfJs/FuS4PC955j68GDqS1tpYpV15J11692u4Rr954I6M/+5xM4MDjj/NpNMoZt97S9vf6mhpyw+G2zhWfKBJr/HXD1Xbaaed/H+3xRTuHgkgkgvcnBt6SICAlE+a/h1gsxssXXYxzx07iKV5G3XUXo44++u/GHX7pJcxauJCTa+sIAHvGjyWrpITSG24kpb6BYl3nwN13o40Zy7Xvv3dI/T0OBZNPP53Jf7DH1Y8ce9ONfLJ6NVPKyqm1ScROOpFzzzuPp+bOY/jiJUiWySc+L7f9JDbMaWmhubkZkYSnwxBF4eNwmLBio/PVV3P+5QdlcMeefDIvvvQStwqJNcWCeIyLZDsFoQh4vDzgb+GOlFQUQWC9GqdW1znT6cIhioxzOJgfjfBhJEJnm4iESLokcWZStnSXpvJxOEy5oVFnmHSxSW3eFKMcDmZHw6yIxRhtt7MkFsMpCKyOxxllt3NA09iqqmhAtiiy3jDoZtl4JCeLSRs2kmeYTPUeTOx+FArxXiiETxQJmQazI2HuTE0jYpq0mCZFNhsCMD0cwiWINJgGq3xexgSCHOF00tUmU6xpnOR0YUuey+2aRqogcKzThVMQ2GNaLDZ0QsEAmZLEhriKQpiRdjvrVZVcQSQi/Nw3UQy0MtOEXJtEYXK931+W2atpnOJy8qCuEctM5yzNoMuWRXyycz0rhp+K0mcMQcsibFnICDgti9ayUmbLdlQsutlsuAWR7rJMF9PCisfQpUDbcU1dxRsNsNUw+dpZxLtn3oDc+TDCIy7j7pL1OJZ+RC/FxRH79/PUp/MIH3MHhJppWPYxacOOg4YKplZsY/W+ddR2HkJmYxlT6/bw6sDjECUZU1cRbYliI9VfR6ypEntqDvtam0g76iq8HXuRBrTsWUP99sVoi94jb8w0gqVbkT1ppHVLKD4IgkBK1yEIgogrJ5H8aD2wmdzmdRzwmwi+HDIHTKZpxxLCdQeI1OzFldM1YZqdjPWMeATF6UPz19HU8XBe/mAmj9xxHZPGj2biuFHEYjGcTiebtm7nludnUFLViE1xYKlRgnUVOH9iBA4Jz5K4vw57ag7Nu1YQa65BdqdSOv+NhBRy9S4Udxoxfz2CCSldEwkRLRLAiIYSUlnyHkL+FnwFfUnpMgiA9J6jqawt4aKrbmBNcRlRJQPHvvXYHB4yxpxLd/9y6vxhsocdnzgP+zfhb65Gy0tsLylOdjX6ePbVt1mxux5DjXHcyF6cf9apf7iHaTvttPO/h9+c1Dj33HOJRCIUFRXhcrn+7sFnc3PzIZtcO/83GN+/M8VryhHSCtGjAfrn/XsL/W0VAaT0hHST5E5jW+X+f3FLi5L6CJLbS6h6T8Ica8g01lsWJ19xJ3mdi5BEkVMn9OPis6b+W3M8FKzfuJl6VzccyYWqnjuAbxev+k1JjTXrN7F09Xq+WbyOWJ9Ep0FFJMyDz73B/bdc/S/toyqgIXoTD0AFUUKyO6lTZZx5g3E6PEAhHy5YzoWnn8Tq9Rs576gh1DRUsbFmHwe6HNO2Hy2jJ0tWr+Pai8+lx8KlLFm9jtmtlXj6TKZ+w7eJTgVRQqpcx83Hd+GY5z/F6XRyz6PP8tbsudizuyBKNjL7T0SPBilf+B6Sw02kvoyOh59Hw8bvyB19Koonlarln6AGW2nYsgB7Wi6B/ZvIG3UysZZawg3lVC56H3d+d4x4BC3SSqy5mtQeI/EV9KG1dAtaJED24KMJlG2j8NjrkGQHjTuWoEeDCJKNSN0B6s3vCVUWk9F/IqGaPdh9WYTrDiA7fYRr9xOpS1yXaqiF1KKEmVqocjeu3G5E6g5Qs/pLsgYdiWBTMNUouBKBjqnGECQblmVi6iroKrkjTsKIR6jfNA9T17Cn5rQlbFzZnQmW7yClaBjpPROdPGqgicbti9rOvWT30LD5e6KNldj1GDe89CUAPTp1wO5p+ck4F7U79rBywQJaG5soS8mnNDUPtbmalJYSRro8KILAm+EQ8WQ7/ipA6NkdpboGQuG2fdUbBp+EQ4QnHU5Rt26IuXkE9+xlXTzOBKeDMXYH1u49fHz+hVz7w/es6d+fBVu20trYSN7zz9PFMJkZiVCnqVTZbKSKIunBAPt79cQbjvBeZSV5kkTUsrjA7WFeLMZQRaHM0Lk2aaItCwLHOp2k/MT00SYI7NY0hv5NNaVuHUwMALxmhOiYlgZqQotZEQSCyRb4yzwe/h97bx0oR3m2/3+ekZ313eMelxOHkISEGBBcgkOgSIuVAoUCLVCBCoVCCy3QUooUd4cESEKECHF3OdHjftZ3R39/7PYkeUvtLe3vbb/n+u/szD7zzOzMnPt+7vu6rt9EI9wUCGb1jDV4hThf6BniOHjb2tk/pJrTd+6mtywzpyCfGc8+w4hx41g+bx5r33idDssi4zgMynX//TIWyZ6L18+ydJpay2ak6sItRLdm8iiXxrx0itsDId5PpThG0+hn27xnJY44F8NxeCga4XyPl0bb4u1Ehtu82YIGwDf8fn7e1YVHCIYpcvfnR7lcfLZzF23TphF3dvCdXFf164kEJTio37uLqULw+Qsv0frYb6hZsYKmDz4kceAAhTk5g76WzbYli+GwosawkSN5rHowA3btRhKChaEQY847lx70oAf/76Anv+jBV4H8/HzqR48mvmQpfklicSDA0PPP+1+P99qPf8L0zxfhkSRob+ete3/MuJNPRpKObMDqV13N9LffYt5rr+HJy+O2G27g+euu4+SuCO9aJlfkFsVTXyzj9Z/+jKsf/MU/dZ7/W2xdu5ZFDz+MahiUnXEGZ1397zfkrejVi2988jFLZ82iqLKS60/MsvPvePUVVi1dSjKZJPzkk7y09AtGSRKjVRf7+vVl4N69tHdF+I1pcJGAccEg8ydPJFBZSVtrK0XFxQAMGDaMCT/6EZ/fdz/HSxJR26HKfeh9EpYkKnKL8dNkD82WxU5dZ7NpMM7RONnjxbId5mbSnO72MPiwxdVq1cUol8n5Xi8zU0mWpNO0WRaFclaOFQQZ2+KOrg5u8Ac5wePhw2SC73YmGKQolMgy5ZLMu8kEwzUXk90ewo1NLInHKJUUWi2r21dDkQSq7TBcVViZsZHJMkMGqyoVssK7qQQxx8ZyHPJkiYxtUdnZxX7HYWE6TT+/igndBQ3IMjFqvF66jj6Kui1buchUmOpy8Uo8Rr4Q3BIM8m4ywUzZTZmRIWJaVORkuYoUhc16hmNdGsNUF+8lj4wtdbKMiNFjxpBubeWkhkYcWeH0TAR97u9oXPIit3rc5EsyuuNwZ2c7dwXDlOV+i/eTCdptm1bLYlvfflSWhOlQSmhZPxvF7YdtS9imGyyb/HUYOgVj0zzC5YMA8PUfQ/Gu5TxYv5E53/gG+wdPQgwbgxYs4qj2g5zy6veosC1Gy4IXhIsPj7+c9i0LeX3EiZT2PRp9wxxaPnkCpe8oXAc3c0lzDUtirWRMEyUVwz/tG93nKbv9BEr74ymopH7xa4QHjkMLFWEkoznfRkg07SHY51A+bia62BVzU3liVjqqbfNC8gYdS/u2JciKSum4c2hZM4u86uMwEl2k2+soOeYMHMemdcNc7An9iEQiaJqG2+3uLooePXI4P/haO7e+tAZvRTWt6z6l71m3Uvf5SySa9+Et7kPH9qXkDZlIdP9Gkq0HCfQeQcmYs5BUDSPRha+oN97hU3Nsinm4CypoWT8bSXGRaNpL71OuI9m8F8dx0COtWJkjf3eExJJ6BwMvVZMvRQhBvGEnHTuX89n2ZZRMvaJ711C/o4nsW58t4OTyVDsV5dW1DvGkRaLpAOv3tfCr91YxcUCYpx/64Z/JUb314Sds3X2A0cMGcs7pJ9GDHvSgB/9wUePRRx/9F0yjB/8v45qvXUgwMJtVW3ZRXh7ilmv/OckRr3xkR4lHsr50v0tOHpuTnxqK1LGP6eMHs3n3ARzbIt1e120cnWjYhVM5hq7SbOfxM4u3c8ywLYwaOfyfmuc/Asuy+PCTOei6wblnnorjOLw/eyFmJ5Cfk3ZKdlHWL/TXBzoMb7z/MY/P3Y1VVE0iGEfftYL8wRNQNB+1Ham/e5xCj2C/ZSLJCo7jYOkpnFQrsnZIj1d3JC7/zo/ZpQ4FAYP0/Xz7msv57suroCgbkMode5gwOhucnHLiFE45cQplz73G0+/PJNRvbHfwY1WOZVPNXjy+VTz71kw21ycoO/5KDn72LLLLS8HQydiWgcufh2Vk8Bb3Ro+24SnuizucTXgqp15B8+qZOLaBY1voyQjtWxdh6SlKjzmDTFczsbrt2JkU7nAJ5ZMuQdGyCalQNLpqVhGv3Uaozyhk1U26owErGUUXEun2egpHnYQWLiFeux1XsBhJUojs24C3pA9mvJ147TZKxma7VprXfEzTqpkgCVzBYiJ71lB01KlY6TiRvesI9RtN66Z55A0+DiErNK/6AG/JQJpXz6Rg2FSMeCe2kSFQNZRA1VAsI03jsncP3TtGmsje9fQ6+Zruz1zBAlKtB2lY9jay6qboqJPo2r0aI9GFVtyLMZfexbThZTz0w+/w0IszcZxsx5FZt50LDu7kjeuvxwiWsubCH6O4fdimju+dn3FMvCl7fWWZxZk00zweNhg6VnsHTckk622LUUJiYTpNnpA4WXOzblCWERNqaWaM5uagZXNcrngghGDUnj3s3r2b488+G+ess/jl4GqOcwBJ4hq/n592dXK5z49fkvg0mWDbli04ksyFPh/9cwvptuMwO51ku5GVaUraNt7cgoQMrNB1qlUXfiH4YyLOOJfGZsPgGMOgj6rySSpJCpsl6RST3R4yjoNu2+xJJDAVF4oQNJgmuwydK3xZM/HeitpdbADoJSsMUVVeiMfoLwRX7NjFUp+XhVMmc+EddxDMy+O7w4ZT1thIVM8wyZ1NmAHWGhmmuj2c7vaw1TTYYRrcEQhSKMvd+syQLVZkHIf5mTQbjAzjTBeVikKDabJV1xmiqsxNp9hrGjxdUATAcGCfadKZK8gYjsNryQQVioxLCGoPM9A0HYcKWWbJ4iXceViX6bEuF8v0DCNz13RaZyfP338/bNxEiQNdpgHqoUUB3eM94h3idru5+q03ef+BB1AMg1EXX8yIL5Gp6kEPevDfi578ogdfBYQQfOeVl3nrkV9jtLczavrZjJ4y5X89nt3ami1o5JDf1UU8Hj9CKs1xHGa9+CLtBw4w9swzGTYm27FtSjJxx6HosO97hMDp+P+HiRiNRpl/w7e4oKERgPWr13DX00/Tzx/APfE4rvzJT/4pCRjLsnjpxz/G3L4Ds7iIy3/5SwKBwJfum5+fz/QrrwRgxWefsfbxx5F1g4LTTmXPosVcvXotbreHJbbFE8OHcs4PfsC6b93Ile0dOLLCUx43mWFDOXXxEioXfM6rTz3Nua++Qp9B2Zzikhtv5NV0mt/96mE6jAxjLRdVuS74TF4+HyXiTHdn45iZmTSRvHxizU08H49RJCsEJYmzPF6O1lwsyWS6GQmbdZ1eSjYfGevSyBMSLycS9JMlNhoGZbLC7EyGfrLC6kyGOsukQlb4VdjLwkyaJ2JRYrbNMFXlen/22pwItCkq/WWFZ+NxKmWZRsvkWM3NUE3lgGli4jBQzfqoXZCTmxrncvFWKskMr49F6RRrdIM7g0GKZZkXE3G+19lOmSTzfDzGNLeHzZbJ/pEjOOGyywiUlDD+hhsZkYvNbg+FmZNO0UtRuC0Y4ql4lK8Hw3yYSnKhx8vsdJqUnuGAaXJ7rjHIAj5MJRkkK2w2jCz72raRRgxHmT0Hx3F4JZngWJfGtwJBXovHmWPK7DNNvELCJ6TuggZAL0Xlj0UDyTtvKg9cfz0///nDrLFtPEMmom9dSGWimU15pRQU9cELWfrBYVCsbLx6akcXcw5sZf/QcxBCEAkVM611F145+xzudfmI7t+EHu2gYHLWT1CZcCEVHz1MTct+uiKtrEfCVt2kVXA66hHbl8DQ7HskdnALFZMuASA86FjqPn8ZLVzCgdm/JzxwHI5lIika9YteoWTs2ejRdrr2rsv5VGTnUDD8eJpWvI8ky+ixdmK12yg+5gw6d6+ic9cq+k+/DchKYSmZCPsO1HHqHb9HttLMmDSYb19zGY7jsHv3bn7666fQqs/DiHfgKe6DEIKqE66iafUsGpe9hbuoL5VDJ5P0BjFTMVy+MB3bl+It6k2g1zC6dq4EIRCSgmNbBCqHEKgcAtBdfPAU9aZ10wIUTwBXqIh4wy68pf2pX/w6jpFlxineIFY6juIJ4C8fzN5Zj+PILqy2fZCXlXXORFrwlfan7vNXKBg2GT3SzEC1jabiY4gsehWXPw9J9aAW92WTUsajT7/Ed288VHj95RPP8c5uCSnUj9mf7qOu8TVuuvqyL38h9aAHPfh/Bv9wUeOqq676V8yjB/+P46Lpp3HR9NO+krG+d/W5/ODx1+kgRD4R7rr1z//ZmabJ4tWb8KVbiW98kzuum8EF08+ks7OTb//0ceKJRoxEF6ovTLqjgYLhxx/6brgP6zZv+7cVNSzL4qrbf8p2eTBICm/M/SmqcDiQfxy6sZa29Z8SDASY0NvLtVfc9TfHS6VS6LrOB0s2YxcfjQD8VUNp3fBZ9nh6ioq8Pzf+/kt48K5v8Z37fsv6fa2ko50c06+ck8eP48WVO7CLh2AlI+Sl6qkpPAXNmw2Ea5Ia+w7Ucv2kcj5YthqBw/nHj+CoUUde05uvvowTxx/FFY98DGTlv8xMggP7DzBza5SuDrAljabl7+Mp6p017968ANnloWLKZdR8+DCK6sFXPhicw4tdDrLmxUxF8Rb1oinaiuEJUDn1azlPjXLMdBynsJKuXau6CxoArmARrkAhhSNPJFa7DYDo/o2UjD27e5+WdZ/iLepN4ciTkFUXvn5HYyQjhAeMIbJ3HXmDxnfvW3T0qdTOfw53QSWRPWuoOuFKOneuQNY8SIqGbWSQFI32rYsJ9hmBt3QAQlaxjSSptloyDdtJtR1EUt0oHj9tm+bjqxhIw+JXkdwBki37EZJMx/YvKJtwAUIIumrWUDbhfDp3rgS3QsPydzGTMbRgEYVHn47iCbCwq40X3niPD37/M04483KMQDGaJ8S8YBn+2k3sGzwMxZ29LpLioqtkAOSKGkFJAiHYrOsc7zgc057tsP3AdviDozPWNDne7eatdAqlNmsQniorx967H7cQtFtmt5F3TThEascOnr76asoME7O9HdyHFtTLZZnfx2OMUFXCssJTeQUszaR5I5nktoCCWwheTSb4biDELsNgj5Pm/miE8zweOm2HpZkMP8olcyszGc71eKmxTIYqKg9HI5zo8TBCdXGGx8uD0S7mpNOkbZugkKjWDb4fj9NLVumlKjwUzuezdJqgadJbkVmUTjE1VwTZZRpM1jSCssL5uSSyd0bnhX37GTxiBI/NmMF3OrsQHi+O28MvoxFcQlChKIxwaYQkiQ9TSQplmQOWRUkuEeynqDwdj1EmSRy0LOpMi6NVm5GKi1cScVosiwGKwm9jEUBQKMmMVF28Eo8zxKUyWnWhAPMyKXaaBobjcKnPTyC3CPOHWJQ/RCMMcLnYa5pIjkM6laTB5aI81024xzCI20cWkzuaW5koJMa7NTbqMq8n4vTS3NQO7M/0e370Z++RouJiru9Z1OxBD/6fRU9+0YOvCi6Xi8u/f/dXMlbx+GPZ+9k8+tnZjvimvn3/zPvlD9+5jTHvvsdox2HRm28TffTXTDjlFE793nf5cPNm2nbsYKrmRhGCDyyLlqZmPnjmWc659pp/q478zq1bGXXgIORYUEebFvt27uYsr5e6nbv4qKKCcw6TcfpLcByHhoYGfD4f4XC4+/OX7r2Xsc+9QJ4kYTgOz3R2cvsbb/zVsdra2tj03Ts5t60NgB07d7FNz+DOLf5OlmQSffuxY8kSTm1rzy6+CsH5iSRvrFtHtSNAkriwvoFPHnuc65/4XffY0Y0buVmScYJh3kslmeNyyB87lqvuvosdGzfy+OO/pauzC7fqokzPIEkS38zJP6Uch/eTCfIkmT6ywmvxGJsNg5AkMdzlwnYcVuoZJrk0Rrhc/D4W5UehMJIQJG2bWakkXY7DHsPk+lxh50S3hz2GybV+Pw9FI0dcBwNosixSjs1uw6ZUkthm6EzRNBaZJhd4fXiEYFau2QVAEgJXzrVjiKIS9zjdseHX/QHeSiRotU0sHDYZBisHD+SEPfsY9dP7WOLzYhkZRub2dwHWYTWCQkkm7TjkSxJSjtUMWQlWyBp9F0oyAWBxOkWH7bBRz1Bw3HH88oEHeCqZZOnrbzJCdTEod79FHQufI3F7MIRbCD5OJnk/keC8HItpTrCE1JDxfLA/yZyzL+M3rftZLEmsnDCJ9pIyDgz6EeWaD+b8Ac3tRQ4VEt3wMVr/8bBzOec17QCybJTjjhtNqm4ezV0ZulwGtxT2ZVgySovqYbEnTDivHKNl/xG/geo4RBpqkMsHUeMNEOw1nLyKwYiFL3LGstfYuH89O2Q3SmFV93eEEEiKipAV3EV98Jb0w1PUK9sIloqQajlAvG4HjhCkO5twBQqyv3cyQqplH32n344ebaV14zzMVBTbMigOurCNNLLLQ/vGucgC1jZZOFYzRUefysvLN3LeqXX84vcvs3BPnEiXg7JxHsXHnEF0/0acXsNJt9fhLelLqq0WO8esiNdtp2zCBQD4KwbTsn4ORqKL4rHTcfmCNK38AAeHtq2LyRs4lsi+jbgChQC0bpxHonkvRSNOIFA1jHj9TmrnP0fx6DPwFFQQb9iNHmmhfdvibI4rKciah0DVcBo3L6Iq3UHUUgFBXvVEjEQXAB7SfPOy87nt8XcoHHEivpxcV/PqWSieIK2RQ/c7wJLtjUgFOZmvvF58vmkdN9GDHvTg/3X8w0UNyC6yfvDBB2zfvh0hBEOHDmX69OnIsvy3v9yDHvyLMXrkcD5+6md0dHRQUFDwZxRxgAcef5aFsSrkPkNweju8/OkXXDD9TPLy8njl0R9j2za3/vhXbKjLkEcUo3Y9rl5ZfUmtfQdTJlzyT88zmUzS0tJCRUXFX/WvmD1vIVtFf7RcYNHgmkDH6vcoLNHIrz4O2zIZK7bzxH3f/Ytj/Am/fuol3l2xF0vSSLXswzP66O5tbitOScda+hVo3HvbLX/3eQSDQZ771Q9xHIdHn3mZdTXNrNtVzx2nDWfT7r2U9g3hGnkyT2499LqRZIWMnuHaK2fwtxoshg4dykVHr+CD9WuwZDdDfVFsV4D2moOUjD0LISRaN87DSCcQtkV44DgUtz/LvEhECQ4eRuvGedjpOGqgAFeggLZN8/BXDaN1/WxaNnyG4gkgZKWbDQIgaz70eDtWOkHD8ncpn3ABjm0R3buWQNVQMl3NJBv3IKvuHOX8ECQ1K11kpWLIBRUAKJ4g6c4m0m31JEP78Vdku8lSzfvIHzKJQNVQHMukc9cKio85HSEkHMemYdk7mMkowd4j0COtCElBkgSoGpXR9Vz4tbN59KO1tG9dhBYqpnTcOUiqhjtcSqxuB/mDx6Mnukh3NnFgzlP4ywfiLqjEnV+OO1lHRlQiu9yUjpuO6g3Rsm42lp5ECxXzszX7WLx8NUbZEErHZY2W97fXccsb32d+ooMax+7uOop0NmI6DjLw21gUjxBELYsLvYcKQmfLMpt8fq5Vs/rWA1SV377xBq8OHcoVv3+C177zHZSGRn7f3MQIIbGps5MhkSg137yBvo5DniQxJ5Vir6zQV1FYkEmTceBMt5uVus7pOQbAZLeHlZkMrycS5MkyZ7g9FMgyH2cylGka/ozOr2NRSiUJTUi8m0zgEhKKA8v0DDf7Awgh8EmCXorCwNzzWSYpaDLkSYJ5qQwRx2GY4uJ8ny9byAFGqyp/SMSplBXqLIO9hsFex+YH/iA24HDkvWJv3MSrjzyCu72ze3Gj0bZwEGhCcLHXxwHT5A3bpE9JOXvKyjhq5Aiib7xFUJI4VtPYbuiUSIJP0jrjNY2gLHN6ju0yM5lknKZxmm2z0zS6r9HL8RgBIbg/0sUAVeWHwTB7TYPfx2J8lk5j4nCK20OlrDAnleQoRSVlO9wQCHCNP8AD0QgVoRCZeJw9hs4Q1cWqTIYRLheLCgsoOPEEKl5/E4A8SUJCMHvQAJ6YO5cDO3fy6Bln4u7qQq8ezDeffPLfZp7agx704P8uevKLHvxfw/Trr+fdjM7OZcswggGuuf/+I7abpomYP5/yXBw4NRLh41dfY8Ipp9CvupqrP5vLktmzeXPmLLoOHmTMvv2cu3YdDevW88yO7Vz/yCP/9BwbamuZ8+yzKB4PF95661/06+jdvz+zigoZ0JVdUK81TUJSNu6otG22bt36N4+l6zqPXvY1+q1dS0TT8H39KmbcnS0gGdu2k5eLhVQh8Oz52/K/u7ZuZWhTE+QW16sNgw8P2244Dk7AT15lJS2SoCQXQh3UXIQcB6xsQ4UQAvE/4itFN7q3XeD18WFxEd+a+RFCCI6aNIl+I0cSuexyhto2advhIdumwTIplxU8QlBrGjwZi1IgS6zUde4OhijLSTHdF+niAp+PAllmh653L/4DeCUJC+gvy9QcxnaFrETTfZEIDZbJwnSKE9we9hoGKdvhfJ+XetumXJZotW1GqS4ei0UxoLvRJOI4xG0bvySxXs9QmPt8hZ7BPsyW3HEcJAFlskqVLPOccAhv3sIwf4CALHNGKs2jvgAp00QTgifjMY7NyWytzGTIl2RCksRB0yJm2wQkiU9TSTbqGQxs9pomPiGxWTfJl2VO9HhYr+tYO3fy4j33giyz1tA51XUotqtQVIaqards8pleL/d0dWAnYZdtM7t8NKo7j9SAMURKx3HF2z/n6UwHuzesZfXJd+DJ5cHOmbdQ+PtruNDror9pMGfLp0iZDE2pBI+ZJrGBA+glYMTct+iXTPFxr6NQz7+Hpbl5ePauR8gyaF7S9TvRygeRXDOT9aESSsZfSLKxBoQg09WEO7+cwKQZfHpwM+cc3Ei9pNGqpzGHJVDcPtKd2X0Khk0l2bKfyL4NeAqraNu6kExXC8Hewwn0Hk6qvYHOHcvQY61Iika0ZhWBvkcjhEALFePOK6Vg+AkAnJM3EEc0U9/axecYeEedheL2occ76dyxDG9hJe98MJOlkQJibbspn3gxmWgrdYteQVLd7Jv1OEVHnQRCIKkqtmXRsvYTLP1IFQYjGUXLK8NbmM1TyydfSsvaT0g01hDZt568AWPp2LmcRPNegr2G4/Ln01WzFl/5YPwVg0k078WTy3H95QNpa6+lePQZ1M5/DoREr5OuQQiJUP+jaZ37W3783Rt5d+4ytqydRfH4C8CxEQ2r+GDJRlyp1u6CBkCgzwiaV7zL5J9/54g5q//D30WRjnzme9CDHvy/iX+4qFFTU8MZZ5xBfX09gwcPxnEcdu3aRVVVFR9//DH9+/f/V8yzBz34hyDLMkVFRX9x+8H2BEZCy3aqA8KnYFlWd+IsSRK/ve8uTNNElmXe/+Qz3l24HiHgaxdPoH+/vn9x7L8Hn85fxEOvLSAq51HitPL43dcysP+Xj2mZFojDEnpJQrb1I/YJ+f72guDevXt5fXUzcq+sr0ImbSPVfIFcdRRq5z7uvuoMrrho+v/6nJ566S1e3wFSYCSO49D0yRI++MPPEUKQSqX4cPFPaSo6DoSgtH0ll11479899t03X803OztJJpOUl5dz/tW3EB4wpntBvWjUSex59xeUT7mMyN712KZOvG4H7pK+pFoPYBkZXHkl1C16Fdml4SsfTMvaT+hz+rcQQsIy0uz98De0bfmcwuHHY6YTRPasQ8svo/cp19G5ezV7Zz2Kt7gfhSOnoXgCtG1eQNnEC9k78zEcK1tM0YKF6IlO0p3NdOxYTvv2JQT6jMJMJ+jYvhh/xRDKJ8+gbctCYnVbcWwbISmUHXsOAKH+o+navar7vISQcCwTISS6atZgZhL4ywYg3H5CA8axa/U7LNpygODwk0ivm4OvfEB3QSVev4tA5RD0WEe30Xe8YSex2h14EBQemM2rLz/BJTfeTbrXRLRg9nkpGXs2bZvmdcuvLVzwR1xFh92b8U4GyhJHd+znZx88RGtRHzpbD2IMPZ6rv2ji9Hgzl/n8FEkS93R1Mjed4pxcYeNDXacgeKQUQYWssPGVV/jad26lcsIE6l94gcGGyecdnXxXVaiUFfD6WJfJ8HYywU3+AK8m4+gOFEoSshBsM00y/6OwVK4oRG2b8zwehBDMTiVpMAwmSC7ODefRYBg8l0xgOg6bdB0ZgSzgzNz+AKd5vDwbjzFUddFuWazMpPl5OI/Ho1EqZYkWy8J0HH4Xi1AoyxRIMvWmyY+CIYQQOI7DfapC1Wmn8qs5c5HaO/A4Ntt1nSEuF6szGfrIEmsfeoji004jvmULNaZJvWlyYyDAGtPgmViMOsdmpKrS1NZK9dev4rLbb+fpTIb9b7yJbJpM1jQ+TKW4KxDinVSCq7RD13iiprHRMDjB7WaDYeA4Wc3jMkWhRFYoVxRm+PwAdNkOF3p9THS7sRyH5+MxWmybMzwePsmkme71dftr/DAU5m7bRisr42fRGG4h2GLoPJVMMPLbP2a4x8M7c+ZyVns76w0DR8CwzVu5fcIE+oTCXF6zB4DUvv28/KN7uPZXv/y73wc96EEP/vvQk1/04P8qLvj2zfDtm790myRJGP9D890+7O9QKMRZl1zCWZdcwtMXX8KxuYX+csdhzaLF//TcGmprefOCC7ioroEM8JvFi/nehx9+abNUcXExve/5Ee/9/kmkdIptjU18P5f31EoSBcOG/c3jvfXIrzn3i2X4JAl0g0XPPkvd5ZdTXFyMUVCA6TjdHg7pwoK/Od7AoUP5oLiYvjnPnBpVoer005m5dCmF8Tg11dXc9OMf4/f7eWLlKnwLF6LLMr4ZlxBubaX2/Q8ps20+Li3hpBtuOGLsfuefx+q1axmbSNIEiCmTj2DGNOzdSy9dJyFJ+CSJCarK7xIJBkoy7Y7NJkWll55hkstP2kW3VFKRolCmKHRZNousFLNSSSwH3kjEUUW2IaXZsthpmOQLwdxUiomaxgo9wzEujYOWyU1agIeiXazUMwSE4KZAlsl+nd/Pu6kkJ7ndvJxIAg6CrLSoJgQjFZXvd3XiE4KEbTPCpVFjGqwxDKa4NNbpGXrLCp+kU0zV3CzNZI3QJ+Jwot/PBl0nT5IYp2lkMmlW3Pk95rz8Cv54jFcSCZ5KJDhBVdGFYIch0SKrXCX5GGimuVyWmeHzE7EsLgj4eH3EcPy9ezNj5izeTCX5pt+PsB2an3+BlyTB7T4/zyfiVCoKPiFoBToOY/XqjkO+JJNwHIRpUhQuggFj0KNtdO5cjv+0G7m8cTeF62ZyzPynafcX0nD8NxAeH8NsnfNtBSSZEakUb6eSXOL18Xw8xpn1jRS/+TbPx+OsGH4yTvkALD2F7MoW+wKrP2JquhNLyMxcZ5Bxe4mEyuh19q0A+Er60vDF2+RVTyDd0YAR76QLid8NmUb5xIsoj3Ww75Mn8JcPRMgqJWPOBLIeho0rPqBu8WuUjT+fwuEnkGjeR8PSN1G8QSomX4qQZGzLIBNpIVBZTevG+SgeP5lolqnkalzLeV+7mCGDBzLj2m+TtlWsA5vJRJopGXMWRiJCedBk9wGZZAsUjz4NWfPiLepN5dTLqXnnPnqfdjPu/KzckxYqJtmwm7zqCbRvW0yqrQ5PYSWZSAuxA5uPUA4QQmCmohQffQpNqz7CiHeg+sIEqobir8hKBSdbDtC89lO0YCHpzkbaNi9A8YYI9RtNujOrcmEbGfKHTunOZa1MkrQrzNz5i6hpTODIKg1fvIXqzyfV3E673AwFg5Fb9uMp6k2qZT+du1dSWtmLs0458Yhn+ppzJvPgG0uIamWEM/Xc8I2syofjONTW1iJJEuFwmEeffZWMYXH5uacyeGBP7NCDHvy34x8uatxyyy3079+fFStWkJ+fD0B7ezuXX345t9xyCx9//PFXPske9OCrhttJEavbTtHIadiWSduyV44oavwJfzKnOv/MUzj/zFO+suP/7u2FpCuPwwV0ONU89MybPPvgl1PlTz/lRF6e9WP2aWOQJIWi5mVcddkZvPbFSjJKgF5SK3ff+bdp9nWNTRjuAv50huEBYzjWXMPo4TZjjjqLYUMG/1PntHlvI1Igq8EphKDJ9BGLxQgGg3g8Ht547F7++Oo7AFzzw3vxer1/bbg/Q15eHnl5eQDcfOUF3PzH5bhzfiJGKoYaLKJ+0av4e48i09WAp7CKVHsd4f7HZE3dqoaSbKohsm8jHbtWEOo9ojvgklU3/spqOrZ9Qcf2L7AtE09BBaW5QLXs2HNoWT8HbAskiVjtNtIdjTQsfRMtVEJe9QQSDTuJHdiEA0guN/7ygXhL+7F35m9wLAuwKTrqFIQQFI04kVR7HYnmvSQaarrP0UzFSDTuwbYMJFnFtgxUX4iSKZfRsn4OittH/pBJOI5N8+qZKCWDMNMJ8IKWX0rrxs9QvCEUt594/U6ErBAeMKZ7fF/ZIAqaV1KmHGS3px+X/vIjWtq6CJQf7jvjYOmZ7r8UXx5mOo5tGQhJIWOZvJ5M8f1AgN+17+Gz+i2kETw56VIqCsq51Dnk8TBS06iUZB6MdGEDzQKGGAZ/jMcYqqps0nUMx6Gho51HjxlDZN8+hkoSx2luUqZBxWHd+31VhYGKSn+Xi3tcLizb5vF4jP5yNiHqtCwejUY42+Nlq6FTb5o4Dtwb6aJaVQkIiWIJRrpc1BgG63Wds90etlsmewyd7wXDtNkWO3SDfkp2MaDFNNmm6zwWjaAIwfleH4/HotSZOqbq4t5QmLRt81QizjW+AAJ4Mh7rTpqFEAQ7O8m8/gb3+AO8KAkcZJbpGV5MxAkIwQ/DeayKdFHYpw+LL7+M9S+/Sj/DYF46TYEkUScL7vEEuxcJHv/Vw/yxro4dK1ZwmizjlRVeSSXIFxJ9VBWRortoArDVNOijKLSbJuv0DA4OhuOwydCZprk5/I1Xa1mcf9hz2W47TPd4AYfZlkmdaTIm95ukHYd4OkX5uDHMXbIUCTjJ7UE48MH37uSbbg87K8p5XZLoXVfPDF+2IBJpbuWx+gbIde95JAkaGv72C6AHPejBfzV68ose/CdCkiQCF17AY795lCLLojYc5tu33/al+5r/o9BgHGZA/b/FnD/+kYvqGhBC4AamrF3P6mXLOG7q1C/df9qMGUybkfUR2PDFF7z/0EO4Uincx03kyuuu+5vHM7o6swWNHNo6u3jljLPIt0xigwfz+rFjCR2sJVVYyFm/+tXfHK+oqIihD/2C93/7OxRDJ++UU/nend8jkUgQiUQ4v7S0m3F/8x+eJBaLoSgKHo8Hx3GYO2UKNQcPcs6FF1LRu/eR53rRRazMz2fu/PmE+/Tlhuuu7d723F13c+C115mTiGPaNqYQjHV7GOJy0SDL9KuqIiLLfHf/Ab7IpKmzjmRcZBybNXqGPEkmgESJS+5uENmo6wSExEhVZU46xRY9gw0MUVV6Kwp1SZMCWeZUt4fH4jG+6f9z35HinE/hTYEsM/apeIydpkEQwYluN8e5NF5MJLqlrWbYNs8l4sR0iyV2hibbRAZOdbv5QyrFD/0BWi2LVttiv2mwLJPGFoKTr7gC8+lnOTknu/VqPEaNZTHO5eJFW2LdiV/HP+x4dkRbeWvmIxzVfoCVfj+zC/IZquscWLEcG4cSSe6OfUskCSOdRHZ7ucrn55NUkg8zGU5TXWzRdTKOQ6kss0nXud6fjZ3vN7oo2PY5rVVDadm7gYopl2XHKxuAHm3hZ7sXY8aauOn1H2BIMqZ1KG+RhEAl6wFXrboYkMvlvx0IsMpMkz9kEi3rPkX1hnH2rOX3nfsZlvNFGWaYPHby9cg5OeE/QdY8RPauI1m3E79tInmCVEy5FCEk3HmlqH9i+Aup+7yTbXU4tokrWNgtz+sr6UugaihmMoLqDeLYFqoSRAsUkO5sQpJlAr2GYRkZaj9/mXOOHcCQwQNZ8Pki1nR4KT46u6hvphM0rvyQdMMOfn7/43ww53NiSxcR7HVIttlxLGRPENUfxkh0ET2wCVn1kOpqIg8oGDqF1o3zaFk/G8dxyBs6iejetai+ELLLTf3SNykbfx6K20/B8KnEDmzBHS6hY/sXeIp7YyVjmJk4gcIK4o278RX1oWD4CWS6mjk471nyh06lfvFrjBkxiOUrPiTd2YTe1Yjs9mGlEyzdG0MLFREoqCTT2YQWLkaSVQpGnEDLuk9pWfUewhWgYNhUwgOPJb3rc0zTJJPJ8Ns/vkbGMPnGxWfz/oPD2bm7hqHVF5CXl4dt23zr+w+wpsODY+ok96/BLBiMp6CSJQ++zDM/uOovNo72oAc9+O/AP1zUWLRo0REJB0BBQQEPPvggEydO/Eon14Me/KtQmJ9P0cixQFYKyT9kGmvXbWDC+H+POW3aPpQQCCHI2H9ZWkFVVV597Ce8+MZ76EaCq37wI/x+P1dcFCUSiVBeXv53STOMOfooSp+bSadTjhACpXEDV940nWNGjfhKzqkoqGG1HeqECZLE7/d3b/d6vQzu35cn31vI7A2/ZkzffH5yx7f+bj1hx3FoaWnl1398A9OGYNsG2tNxZLeX6P5NBPuNxlc2gIYv3qR80gwUt5+WtZ/QtXcdvU+5nubVMwn2HkGo72ji9Tuw0onurnXb1BGygqeoisrjrwCgcfk7RxxfkhUC/UZTu+ClLG3ZMgn2O5rIvo0ongDBqqHd82zfshBXsBDHcdCCWXNy1RfENjMY0XasTBLL1PEWVJHpbKZ1w1yErGBmUhQOP562hc/iDRfRGUuihYuJ7t+IpKjkD8marwshEeg1gui2hdxy5/e44aGXyZgSvU++jsje9UT2b6DqhCtpWj2Trl2rKByZDYqVlm2cdvwE3q3LI9G8HzMVRSkbmpWuChah+sO0bvgMK6e/aps6ItrI4MGD2b3sdTLxKKHBx7F4ypW0r3ibibZOtaryvr8ELVxCQ6CAZMtO9lomuwyDlek0a4Tg5+E8XEKwTddp6YpQqrlZo2e41h+gxjT5oivCRRkDPF4+TaVosSxGqC4eikUYqKgUShIHTIv+6qF/WUIINlgmY1wak1wulkppeskys1JJjtfcqEIi5TgsTacICQkXDo22Q5tl4RISjZZJCocrvD7eRyCAcllhqzB4IR7DK0mkbYejXC6EEFyRS1anud3cG+nixkAQlxAsMnS+6Q8g5+7jgCR1d9RlHIcOy+RSX4CleoYpmpt+uUWNFZkMM1MJXksk6CXL1NTXc+nNN7P1pZeZ4fUihGCTrqOZdndBAyCo67S+8CIjFYUSl8b8dIqfBMO8mIjjOA53BMM8HYuyIJPGl+sWLJRlVmTS/DiUR2WuUBtKJXkmHqPLtnkzEecsj5cmyySV66KbnU5zhddLeW6+dykKP+5oZ14mRdIGDw6OS8Va+Dmn+gNYjsPTsRhNlolfknAB6ZoahqoKUZxuhkdIkvDZVvez1+44aNV/XlA1TZPXfn4/+v79eAcPYsZdd32plGAPetCD/w705Bc9+E9Fy8pV3JTzzDhoWmycP5+BX8J6OPGuO3mnZjdH7TvA3vx8qm/81j99bNXrJQ38SXAqriiUHRZ7G4bBpnXrCITDDBp85P/aoyZO5KiPPvqHjjfmggtYMOtjTuyKkLRtOmSF69qzxuep5StYcvXX+cb77/9DY0484wwmnnHGEZ/5fD58Pt+f7Xu48bgQglMvuuivjn3stGkcO23aEZ/N//BDEs/9kf62w7n+AAvSKSpkmcnurGzn/HSKvTt2EsGmze0h4dhc6vPzUiJOqSSzTtcZqMhckIsLn4lHOeYwmaVRLhf3R7qokCU+z6SZornpryj0VhS+SKcpzkndNlo2N/sDzEmlqJYVqlSVd5MJpmgabycT9FIU5mXS3B0K8Xgsyl3+IL1Ulb2GwYJMmn6K0s2MSTgORbLCJbnGlC26zguJOJ1uN4FgEGyHj9MprvL6EEIQs20ejkX5+eWXc1RXV7fPyn7L4q5gCE0IFhUOwD/seACUYBGr+x7Dt2NNHK3rLNt/gAF1DUQNndcQtFgmEzSNPEkiatt0ZTI8YpqcqGrsNk2u93rZZZgcr7l5woRyfz6/cGVzjecTcW4OBFmY6KD53Z+xqKg/4EBOTkt3BzAdh1dSSX7pdggj857HzeJUio9KB7G7pD/eSAuB+i0EOFTsEIAabUaSVUrHTifZsh9l13KGyodiyXGSwBVrw7Z0YnU7CFRWk4m2ETu4FUnR6HXGjSiaj6aVH3R/J1a3nYLhxxOoGkK8fif1X7wJCFz+AvqdfSsNS9/q3tdxHIQkk4600LrxMxwHEo27wAHVG6LqxKyXVOGwKRxs3sM7c7/g/fmnodoZQmMv6B5HcfvQI814+47mzgee4Ke3X8vHW7uoXfgilcdfgZBk2jYvpNfJ11O/4Hm04r4UjZyGHmmjc88aWjfNByB6YBMg6D/9Ntq3LSHQ/xjitVsxklHcBZUobj+WnibT2dhthh5MdNG+aSF6vINe065GCIFlpLtzS3deKb7SASQadtD75GtpVzV6h0YTO7iJyuOvoG7xa6jeEOXHXYiQZLpq1qD6wrRvXYynoBIhJIqPPo3Wlu0ERp+GJ+dZYoaKePrF15izcjuNxRMRksKiHz/Jiz+7kYkTDjFM3nj3I9ZZ/VHL82ndvBCRN5D8QeNJtuynPmrx+oezuff2f/5d24Me9OD/Lv7hooamacRisT/7PB6P4/oKOk560IN/B4I+D1Z7GtmVDWBlI05eOPRvO/6IMi9fpKLIniBOVx0Tjqr8q/u7XC6uu3LGEZ8Fg8E/Myv8a/B6vTz381t55NnXMR2JC75+AiOHVlNTU0NhYeERZn//G/zg29fQdO/D7G408ck2371m+hGLkJFIhPtfXUCmMhuIfNLQSu/X3+Xqyy78q+N2dHRw008e40CXSWtDHfnHzUAICbk8Smr7WgpGn4UWaiHcfzSZribyBk1A9WSTnpIxZ3Jw/vM0r/qQvMHHoUdayHQ1UTTyJNq2f0Ht/OfxlvTB1tMISaFi8ozuIosrWESicTe+soEkWw8gqRrpjgZ8pf0wE12UHXcheryTlo1zaV33KVUnfh0hqzQuf6fbWL59y+c4kkSwcgjhAcdwcN5z5Fcfh+IN0bVtMeWTLyXTUY+3uA/YFo5jEx44lkjbLkw9ja98IHmDxpNur6Nj10rCA49Fdrnp2P4FqbaDnHxUHyaOH8sbP/dy8QPvIiSZ8IAxmKkoCEHF5EuJ7FnHwc+eZdrEsZx/9lHU1jfSdWAL/vJBuPPHkIm1o0dbyUSaSbbso3DkNFo3fkbt5y+T6WxExiHo81KYF6IjrxfBfqOh32i2lfYn8t4vmBcoZ3PlUIplhY5jL+S6zQu4XsmyGkaqLt5JJnDlrulQl4sdySRttsXluWRwsKqywzTYruu0OTblssx+02CFnuGuQFbGaZWeIV/Y7LUsqi2LsCTxTCzGaEXpTkLP8nh5O5ngGn+AJ+IxrvH5KZRlKmQZHQcNwQ1+lQE5k+7ZqSQnuVxEHIftho6MQ8xxOEp1sdXWyZNkLvZn/Sw+Sx/SoRVC4CHrF1Imy3iFoMuyuj01TtTc/DYWwS8k/EKin6JSZ5nEbIdJhyW9AxUF24FpmsbT6RRXzvqEA3Pm4kqlEIEgTs6gcbduUGPoDFBdZByHRtvi6z4/ryUSJB2HSz1e5qbTOAgejEayhQzbZoSqYgG3BkN8lErQX1G7CxoA1aqL9ZkMM3x+FmTSLMmkqZYVvtvZwXjNTYksMzOTlRvwSRJhBPmSwlhNY6TLxWo9w6p0mm/lF6DlEmpVZGWpMo7Do/EodwRC+CSJV8x493EtxyFsWrxgJTBKSuh9wfl8/Yc//LPn/pnv3MbU994nJATtcz/j+a4uigcOpGXVKqSSUr52z496Yo4e9OC/CD35RQ/+E2EYBqE9e7qbD3o5DltXr/nSfatHjqRi3jx2bN7M6f36UVpa+k8f/8JbbuE3ixczafVaYqrMvunTOXV01gMwmUzy2AUXcOz6DRxUXSyecck/LfU4Ytw4zKf+wOy33iZiWQz69FPIZCVxPZKE3db+T5/TV42XfvpTkosWY2oaY277Dg27dmMYJtNycegMn5+3kodYxrWmiSaglw0PRqL8LC+PMlmmj+yjy3F4KxHn7tAhieMzPV5eScQZnYvx9hhZFnLUdpjscqM4UG+ZvJKIYzsOkz0enovHqDUNXJLGuV4fH6VT7IlHOUrVWK7r2I7DsZqbrYbBdsOgWlHplSs89FNV5mfS2NjYjgNC8Ew81h1XAwx3uShLy5wHvJ1MskZWCB7GKghIErLjMHz1WvbbNu2SoEBWkICM4/BuIsFerRMzk0TRsoUSJZNkUSbNANWFBLyXTDBIdeGXJDRkHop00V9V8QjBA8EwtabJL2MR7g2GKVMUxmvwfDzGBMehM9FJs0vBcBxGqSqz02mu8vqQhGBGoolvf/wYzlm3Yca7sHcs5flEHAvYYBgcL8ucr6hcZyu0nfd9FMWFDvxi1uMctW8N+3PSsvsVF67Weqw5TyK5PPQ+sInt+VV8ktE50539rV43bVo6G6mc8jUalr9D67rZKL4Q/c65g/Ytn6No2cJawYgTaJz/PMWTL6Nj62J85QNJte4nf8gkXIECkm0HCfcbTWTfBlRfmNYNc1F8eUT3rSPVVk/BsKnkDzmO5nWf4i3uS8mYs2jbPP+I+1QLlZA3aDyRfetxnGwO6SvrjxASHduWYiQj9Bl9GpFUjHVbdnLeqEIe32TStmk+3pJ+lIw9C2ybAeX5ZEaclmVvFZQT7jcaxZ9HbN8Gqk64is7dq3Acm7zq46ib/zyKL4yRioJtYQ4ci5mKoYVKuufl8oVJtdUia95DjYj2kd4WODay5uuWQNaCBcRyssDuvDLc+eXdvpXhAWOoW/wqRiqGW0CyeR+uUBFHD+7Hfs+hoqXs8rB63XIOuEfglrP3fqJyMi+/+zE/uPX67v2a2zuRPNn5WqlYtwekv2IwqdaDeN098UMPevDfjn+4qHHWWWdx/fXX88c//pFx47Jd7StXruSGG25g+vT/vR5/D3rw78RNV1/G6jvuY4dZimymOHOQl+ov6Rb+V+GRe2/j8Wdfob6tiWOm9uXS88/6s30aGhqwbZuKioq/m83wt1BeVsoj92Rp8U3NLZx3473US2X4zC6+edpR/5Snhsvl4g8P/uAvbq+traVLKezuJpMDRSxds/xvFjXu/c1z7A0dSzy+E9+QAd2SUXbVWPJqt5BsOwgiGzgJWcXKHFpAdWwLxzKJ1W6nYPiJpDsbKT76VABCA8awd+ajqL4Qqj+feN0O9HgX7nCWWeErG5g1XVO0LJXY4yeyaSGyouLOL6d922IKh5+AFiiiYurXaN00H72zCVeoiMYV72GmEuBAuP9oJJeGEe8gb9CxBPuMBKDyhCuzxt1Vw4nXbqPk2HNw+cLE6rYjyoajR1spGpz1P/EUVpFXWIqy7QPquzIUj7+QgmFTWFW7lVMv+gZ7IxBpbyadiIMATVWo//gxtIpqrEQn9157NjdcfSUAzc0t/O6DZd3SXVqgABwbf0V1d5HPiHXgLelL4fDjiexbT23BcUgF4G7YTezgFgK9hqOGitkx/kKEpGAku6h970H6p1oZZutMdYeBrBF4UJJ4MNKF4YAqQJNE1ifjMHRYFgccGK1pvJdMsM8wOMfn677vx7k0fpVOc7s/wEepFLNSKQb+yW/jMAjgoGFQKkkU5thLx2oa7yWThCTBQPlQYHuy28MW3WAjBncHQ91Mi4eiXQyTVc7KdbvNSibxS6LbKHGnrlOiSDwdj3GF30+REDwcizDapRGSBOt1g1GqSp1tU28aaELg4NBu2XyIw7k5f5H56TQIwWMeNz+WJEygtwMRVeWgaTA3nWaYojJUUdhvWWwykpg4nOn20mbZWR1i2+aTdJpRLhenejykHIeHIl3cFwojCUHKcfgwlWSHblAuyyxOp5jizj6BK/UMYVnirVSCQYpKm21z0NCZ5HZzaS4x1h2HD5JJLvB6eSgaoZ+qcqzmImLbzPB4qTEMPkwmESL7G17tD6AJgQ/4utfP/HSa6V4v5ZLMz6IRHCEoJruAkCdJzCwp5uoHHvjS515s2Yzt2LydSiMBm99+h5GxOJgmMg5P7N/PbS+/9KXf7UEPevCfh578ogf/iVAUhUR+PkSiQHZB2P4rXhKBQICxxx33lR3f7Xbz3fffZ93y5VQGApx+1FHdsdPbjzzCJRs3o8kK2DbL33yLvd+6gX79+v1Txzx60iSOnjQJx3F46LTTsTZvQRaCrapK1ZTJX8VpYRgGHz73HEYmw1nf+AaBQIC6fft445ZbSaxfT5tpUjl8OOf95tcMGvGXGecfv/ACA/74HL1zhuIf3XU3k557jg9+eWRxpzMnZ7QwnWKS5mZAroDwSDTCF5k0F3p9xB2HVxNxihWFHYZOda5JZqtusFM3eCEeJyhJ7DB07s3FYaM1jadjMd6PRqhUXZzn9bLbMNmayVDt0rg4FxNO0jTuiXQRkAQSgnxJZqOeIWI7eIH4//CNa7UsjnK5mJlOIRD4ECxKp7giJ2W11dA5SnWxyzA5V1H5iZGhEjgvx5JNOQ4+IdHHpXKGojI3nWZ+JkoeEk/HogRlmZsi9ez54418MvxkUuFSeu9ezkW5+PBol4v7zS6uyMXqtuPwq1iUAknmfK+XdXqGRsvinlCYjbpBrWUxTtMQCAokwY1uF3PSaVosCw+Qd5jReqkQVGxfSmj/BjpNgzJT5+pQCEUIthk6i9NpJmkaXttA1G6DvkcBUN22j0fcKkK4SDkO34zF+KPfj1q7FsjGtJdm8sgXDu8kEmQch4Tbj56M0bZ5Pi5fHi5viKKcD6ER6+i+3ooniGNmiL3+Q8rOvQtXuATHtmhe8zGy5kULFdG2aT6ptjqqTryKyJ51WEaaXidfhx7rpG3TPOL1u/AW9kILFSOEQPWGidVuw185hHj9DuL1O5BkhcrJl2V/403zaFz+Hq5APu78CkJ9j8ZMJ1A8ATqibXQlLfpOv526hS9hGRkS9bvoYx9kyOiRLDEOu1kcGysVz3pRSjJmMkL9kjdwBQspGX9eNg8E6ha9Qt2SN5AVF7ZlEOg1HCEEieZ9aKEiYvU7yURa0UJFeIr7UL/0TQpHnki8bhdGKnbEWoXj2ET2bqBrz1qQVEKO0+3LYekpMpFWysedg7dsAJE96yhoXc3zz/+Gy25/gBb3ZIQk0bT6I5pSnQQH9oK8bAHYNjL4PEf6iM449wxm/uC3JConIWueI7apdpqbr/4aPehBD/678Q8XNR5//HGuuuoqJkyY0G1CZpom06dP57HHHvvKJ9iDHvwroGkarzz2U3bv3o3P56OqKkt1TKVS3HzvI+yP2AQUix9ddz5jjh71lR9flmVu++ZVX7rNcRzu+OkjLKlzcITEuCKdJ+6/+ysrbPwJDz75Cq1lU9BEdkH1uU+W8LULzvqXSbz07dsXq+lJKB0AQLL1AFvqDv7N70V1EG4Z1RdGj7Z2L8Zb6RjTxg1jU7PF3s4UqdaDJJr3okfbUDzbcAUKaF71AeWTLiXT0UDTivfwVw7pHleSFbzFfSg99lziTXuI1W2nafWHhPuNzlKF2+sZcN6dNK54D9UbQqgeXN4AfU6/EUlx0bFtKc2rZuHYFpKsIoSg8oQruztR6ha/RrqjHtu2iO5dj1BcyG7/YcdXEULCNjNIiovGFe8hHAfHttHySrAyKcx0gkxHA65gIaZtYx19EfK6uajeLEMnUDWMzQtW49g2xcecgaegiuY1s/D0HkHeyGmIps0UDBjMMx8sYsnK9QyvHshJU49jZN9i6g67xq5gEfVLXkd2uVE8ARRfiMIRJxCv30mo79Hd+/nLB9K2eQF+x6Zj+xckmvdROvZsVF+ItpXvc2rtJmoPy7scx6HRsjjapZF2HNKOTatl0+xY/DzSxXU+Pw22hYIgjkPEtrkhEOTxaIRm61AXUJdlkbRtXk0mKVNknsrP5+VUki26zg5VZ3Cua63ZtFhbWUHB/gNHzCHj2Ix3eXkqHuPWQBAJWK3rVEiCnZbVXdAAKJZkVugZojgcME3yZYnLfH5+FY1QrbookCSu8Qd5J5Fgn2myOJ2mSFI43eOl3jLRbbolCV7Idc49EI3wHX+ArYbOj7s6AZCBUwJBNg4cxAdrVhMSEvWWSV9Z4f5IhDuDIfqrKpIQeITgpFyn0TvJBKe6PXyWSbPJzjJX/lSA8QhBH0XtTgw9QrDfMLjE66Pa5WJZJs1L8Rjtjk2FJLPHNPllOL/7/H/U1UH5YYUilxDUWxaPxCKc5/bwUipJuS5TKEv8KBphqkvjtNyxX0nEabMsKv7EBhGC1Zk01aqKicO9wRCW4/BCIo4nd7yDbe1EIhFCoT9nycW9Pt5PprjK50MWgg0tLQz1+qj2emm1LJ6dN69bwqoHPejBfz568ose/CdCCMGUn9/HW/f+GK2ri+TgwXzr5z/v3t7Z2UkikfhKG5T+J1RV5dgpU/7sczuZ6pZ+BAgZBrFI5Cs7rhCC619/jbfuuQclFqf8hBM442v//AKiaZo8fNFFnLNyNZoQ/O7d97jxow9569vfZsa6DQghSEsy765Zw8d33plli/wFtGzZykjTotNxCAvBgIZGHEngn3EJW955l+GSzBe5xfXfp5LU6ToPhA4tjJ7u8fJpKslPujqxgB+HwihC8EEywZJ0hqAsUS7LXOjLMnu/7vXzXpLuOAygSlH4fjifZstig55Bd6BAUXA4FDALIQhLEgjBGJeLXorCY9EIB02DDluhwTJ5MQEjFRfL9QxuoEySOVrTsByHnxs6Gcvi2XiUPEmm07ZIO9k4cJ9pcLoQNDgOf4jHKJRl0o7DTcEgn6RSaAiSjoNwoJcqs8e0uNnnxy0EUwB1wywSp5+GyyPBIcs9wtIh5ockBC5gr2ngOA41ptldsCn3KLyVTDDQUthm6Fzi9fJcIs5pbg9bcXgvmWDoYUzm91NJ7gj46aWopGyZx2NGNxNqqOrixUyMXabBWCEIz3yYNdPvROs1jP6pCELN5rAeIThVkngyHuOWYDbGXGKDUdiLVMdBPhw4mmhRX5SDm3Hh4FgmvrJBtG9ZiOPYCCHhCGhZ9ymunP+Fo/nQR5xMXjjLChCSjJBkEs17MdNxyo49l+Z1n+I4Dkaik8KRWdkzLViArHmR3X6MWBuZrmY8Rb0IDxhD194N1C54gYIhk9BCxag5yeLsPSFRftyhxj+haET3rqck7OHcC8/h1Y/mgeNQdeLX0WPtcGAF13z9dJ7/6HO66ncQOupMzHg7WutmMvnV4A/TuWsF5RMvxtbTNK/5uLugAdlmPttII2s+VH8e9YtfQ/EE0EJFFI46mciBrcTrdxA7uBkhJIxUhPYti/EUVZFur0PICs2rZyK7fcQObqNi6uVowQLqFr+a9avUUyjeELGDW5BkF8nWAyBJhPqPpjIpEQwGee3XP+D4S24i6i6jcPgJKN4QBz97Ftu2kDUP1aKWG66694hnvKy0hGfvuY6nX/+Qg6WC/fVrsMqOxuo4yJUnj8KdY/T3oAc9+O/FP1zUCIfDfPjhh9TU1LB9+3Ycx2Ho0KEMGDDgXzG/HvTgXwZZlqmurj7is5/+5hk2u0YhlblIAD/+wzt8/NRXX9T4a5i7YBGLOvJQK7KSVKvi7bz1/iwuOf/sr/Q4GVt0sx4AMkLDMAw0Tfsr3/rbeP7Vt3j0jbkgu5kwsIgnf3kvQgh8Ph9+0rSsn4OkqEiqhtDy/+rC5Nr1G1i9bDFJXw2SrOIgcBJtBMKFjAyneOSBH5FOp6mvr2f9lh088OpWCo+7kGTL/mwXSGGY+qVvkj90MoWjptG44j3CA45BUlzEarfjKxtAurMRvbORvqffiJGOs3/W4/Q66RqCfUYhhCBQUY0jQFY0lKFTkJTs4nL+0EkcnP8cVipB7eevoHgD3QUNyGqMFo8+nfolr9PntBvo2LGcrrrtuAsrcAydzt2rKR1/Hi5/Ps1rP0HoSUqOPZf2TQvwFvUhE2ujefVM8odMJLJvA9HG/TjaF5jJQwmp4zjIqoYWLsFfNpC2TfMpHTe9e46djiBeMBC112SWrZ7J0n0b+XBHmguG9yK2cQn7YxLRA9sQmkao39HILjf+impaN80DQAuXEDu4pVvfNNXRQGT/JhzbJn/IRMxUFF9ptuOv7MRvsHj/BjztdTwbj3Gmx8vriRjX+/1UKSq24/BQNMLdwayklOk43N3VwRW+AFfk9J/fTCbwSYJO28E2s4biAHHbYYiicvFhOtFhITFO04g4Du+nUlTJEpaq0q+xCVmSeCsZZ6jiYnY6RcaBB6IRuiyLR2NR2myL7wRCxB2bhlSKA4ZBb1Ulk7sXbwwG+SiZ5O5giBcScRRgoKoeYaLtCDjP62OHYXBXMIQkBCWyTNR2aLYsSmQZTQg+SaW4xO0hKMtMkD2M19z8LBIhIAleTMQ4ef8+LsklfnWmyR8TcW4NBNlnmey1TE52e3gtEeOzdBIbQZ4k+DCVxD36aCbV1qK2tWM7TncC3WCZ3c9U9nwgCbyWSOAWAkUI1qUyuDSNXrJ6REGnlyyzQdcZr2loQvB5OkXctggKiTdTSU5zuznFk70Go1QXn2XS3d89ze3h55EufhbOI+M4zE2n6K0ovJNM8INQGABZCCZqbl5JJXA7cLyu8/tzzuWWj2f9mXZ230tnkL9mbff8SiSJ6txCZ5EsU2oaPQWNHvTgvwg9+UUP/lMx5vjjGbN40Z/Fs288+CDJ518gmMmw55hjuO311/6tUmpTr7qSD2fPZnpzC2lgzTGj+d5fYTX8b5CMxRCA8HgoG/jVPKvLFixg6opVhHKM28t21/DRk0/iaWruvr5uIWi3bIobm/7qWGbAzwupJL0liYOWhVNVxXf69eO23/6Wz085hfcWL6blwAHGhsJUHT+V+e+8y44vvuhmYXxh2/QLh/AnksQcuhfXz/X6eDeZ4IJc/PZmIkG7bfGjrk4sxyYkBNM8HmK2TaNlcbrHw9PxKONVjdG5RdZbO9rptCzyZJkdus5Il4tT3B5eSySY4jjUWxZjNTcOUCjJdJgW7ZLNVT4fLbbDW/EYn2fSWDicoLmZ4nYzJ5Vil6EzSM0yeG3H4al4HBcOftumE+glRLaIE43SaFlowPleLxM0jRcNHds0cR92H1dKMqFzz6WxopLG116jDMFuQydiO+iOg0sIUrZNg2VSKMn8IhrplmT9EyK2zaJMmgCC+ek0V/sDrM1kmJNO4UdgWBY/6eqir6LQaJmcn7uuHkmiUBK056RnDbKsFQm4zOvDK0k8+8lveLp8GAfzynFijdmil+MgS4KEZfNkLEpGklkYLIXx53GfkSH/lOtRAOeoUzHmP4fHl4dxcB2hAWNoWfMxCIl0Wx3+kdPwlfbDUzqQRO0WLD2FberdeZZtZPCXDaBg+AkAhPsdTfPqj7Bt64jzF5JM5+6VGNE2XIF8MtEWhKxi6ymqTrgyy/pYP5tMZwP7P11G/tDJOLZNqq0OT2F2PSDdup9EUw0XDB+DYVoIxya25BkSrkKcZAf9ywq46/HXcfcbTzSyj87Zf6AoP8Rt35jBM2/OZP/aTXhLs4oHsubFXVDezbwAiNVuBUmm1wnZpktfaX9aN35G3uAJtKz7FIRDvG474QFjycTaUVQv5cdlfT/CA8bQuuEzio8+lYaVH1I24fxu5YPKqZez+51fkGo9SOlxF6LH2igefTod2xYT2buByJ515FcG+HzxEhwkUrhACLr2rKFwRPb6K24/JbGtvPb8wyjKny9fzpy/lGW727CEj+pgihFljWhVGtWD+qPreo+EZQ968F+Of6ioEY1G8fv9SJLEgAEDuhMN27aJRqP/kL5/D3rwfxFtCaM7UAHoMmQsy/q7jLi/KjQ2tyK8ed1/y94wza0tX/lxTj52GOs/3glFgzAzCUYVOP9wQWPBoi/YUbOXM08+nt69qti6fSf3vTiH4gkXA7Aq1s6Es6/gpUd/xqAB/TAtC6Flr6+npB+prfP+4sLk+x9/xo9e+hzP2BlYddtR/Pl4Wjcx67ffR1EUCgsL6erqYuHS5fTv3YuLzzubpz5ZSxKyHhVAPvUkQgMJVGaLVyXHnMn+T5/E5c8j1dlI/3PuoGPrIgpHTiNet4NURx1aXhnxxj0U5Dpxkq0HwDLxVQ3BiLV1z8+2DDyFvXCFSnBsGzsTR0904fKFsS0DI9ZB7MAmrHQCISQKhkzEV9KX+kWvEagaim1msNJxpLwyJFVD8YZp2/gZBUOn4s4vo2X9HComZ31UPIVVWEYaBFkfj/Vz8RRVEdm7juKjTqVrzxpSHQ0Yia4j7l/VG8r6hfgFssePL7+CtOpnzb4WrjnzWH70wjzKJ11E25bP6Vg3C0+vo/BXVGcp0XXbCVQOwcqkqV/yOlq4BEtPo7h9xBt307FjGXlDD3UGOgj0VIzBisLCVIom08QlCaqU7EK0JAQFksTbqSR5ksRJmpu+iopXCHYbBpsMnWXpFPWmySBV4WS3m2fjcU7WNNySzDupJBnbRsslSgnHZoiq0mQ7nO/1knEcFqRT3KJ5QHPTYZk8Go3SV1HYXVqM1tHJVMtmiqbxXCLO0kwaBZiquVmop2lOJuirqlzi8fJxKsU3/QGEEJzp8fKHeIxWy+IdB072eNio65RIMp+nU6SdIzvyNMBwHJK2TattoQh439AJ/ak7T5borSh83e/nwa4uCjo6ICcJtUzPcE+uQDKULCsjZdukHEjZDpf7fJQpCqt8Pspuu41NT/6BE5IbeSIeo0yWqbNMWi2Ln0S6qJJl6i2LwYrCklSKW3NsiBbT5KBhoArBHl2n1TQpUhR0x2GHaVIiyfwqmi2cbdEznOHxErGdrFH6YY+qV5Jotczuv7ebBmWyzGfpFEEhmKK6eC+TwsYhatvdCe5By6ICwSleL7IQlO/cxYL33ufsKy4/4vkfM2UKy30+BulZrW73/3hPiPKyL31v9KAHPfjPQ09+0YP/Bhwez9bX12M98yynprOt7aOWLeetR37N5d+/+982n37V1Zz+xut89tJLKH4/t91225cuCP5vEYvFeOOyy5ix7wBCCOYtW4bnlZepHvXPNYNJksThS8IWIGSZSHERTkN20Tph25TIEjWG/lfHii9bxlWebLzhOA4vlJUSCARIp9OsfP4FyjdvRvh8lH/nVk752teoW7Wams8Xsc0wMICQ283+44/nmnkLmJVK0WiZNFoWVbLMKj1DlazQZlsUyBKX+PJ4L5lAdxz2GToP6hmGulxc4fPRbJrsNAy8QuKLWJRySWaIovJUPIYqBGNdGqfkYsFjNRe/iER4PL8AWQiSts3MVJLdpk2ZbTE7lWazodNs25zlcrEwnabYnY2xTvV4SDgOp3qyY0lCMElz8VYiK6V6Z66xaFYqyUBFYYthcKbXS71pMi+Tpo8ksy2/gDnJJKe63bnY0MD/xBPc+fnn3B/pQn7zbfqqCt8JBHg3maTZMjlomoxxafRWFSZqbn4T6WJNJs0Yzc0mXSckJM71+hjt0mi2TAplmVO9XooVhYcjXVQoCgEhUATEHLu7WeegadJi26zWM+wxTfaZBie4NEpVFa8kkbJtQkaa8+o2UywE30/HGaOqpHMeeUVCYlruWlTHW3jjjzeTPvac7vtDCIGvpC/JphpOGFzI6j2bkLyl6MkIhSOyhYqumtUYyRiK20f+sCm0rp+DpHlJt9cR6jeaTLQ1y3BwedDCpWgFlbRtWphtqqs+jmTzXlKtB1F8QfqddQtGMoIRbadj7zqEbdGy7lNs08BX0h8jEaHomDPo2rWSeONuogc24ymowLaMbPOZJ8BzHy/jnY2dqIEC0oHeGF1NKJ4CUkMvIN+2ODj/Ofzl1RQMy0rBPbl4O7H2dkIDxxPZvZpMVwtauJhg39Hs//QJ/OWDkBSVvEET6KpZm5PU8mDraRKtB3EsEySFYNVwbNukac3H5FUfh7ug4rDrKGEbGSL7NpJs2UcoJ7UM4Fgmkqzg7zWUugUvUj7xIjq2LiJ/yCRkzYtt6qxf8AI3vbCWzi3z8fc9hsLqCejRNprXzMIVKEDLK8WX2sKd9/2aDdtrCJT0oW+Bi1/+4BZq9uzllVVNyL0mArA53kbriuUcdA9GbNmL9/FX+Ozl3/xZ81QPetCD/x783ZHN+++/z1133cWGDRvwHtatCpBOpxk7diwPP/wwZ5/91XaT96AH/05UV+azcU8Hsi8fx7Ep9/x7CxoA00+bxqvzHiZamV0w9tUv56Kbbv7Kj3P+mafg0TQ+X72ZgmIPt13//X/o+/c9+jQz9wChct687wV+dcPZfDx3AWrRIa1eV6CA+pSLb//ij3z4xD0Ypkmg/xC0UDEta2dTUeD/i+O/PHslgersNcgfMonWDXPp33sAZWXZxcydu/dw44Mv0BUehhSfx0WjVnPOsQN5dd0unHAV3rYtXHHmRB6ce0hoSXJ5ULxBtIIKZG+QA3OfRvH4STbvw0zHKRwxDSEEjcvfpWH5eyhuL6G+R6HlldG2aQGR/ZsQkoIWLiHesAvFFwLbQAgZPdFFpGYt4BCr3YqnqA9mOoGvYhAH5z9Pr2nfoGXDXHqddE134tuy7lPcBZWkO+qRVA+OmUH1hwGOYGQAWOkkRSOnUTBsKvtmPY6R6MTW01hGBmybTGcjWn4FLetmUzz6NGwjQ/TgFsrGn4djW1iZJGYyim3qbGvZzcp1myidehUdO74g2GsYpeOm07ljOY0rP8BfWU3bhs9It9Wix9rp40kR37+azoIBOLZD5eRLsfQ09UteJdz/KFRPEPvtn/KwKogqPjpMgzJFwZdLxrySxHbDICTJXOz10WpZvJCIUyDLzEkl6ae6CEsS3w6EGKBmWR0vJBLcGAiyJJ2mjwQnqC5mtLVSoci4gJAksadvXy6772c8dOddBBobKbAPUfm3mSYjNI0dhs5VkSiD3R6its0TsRh35Tw05qVSvJaI8/1wHp8mEhi2w8epFCv0DFWKTL2VTZrHuFzsMU2KZJk3EnHabRu/EJhAH0XmqViU6/0BOm2Ld1JJBsgyUcehRJYJyDJ35xgmi9JpymWJJZkMpuMwWFX4PJ3iJM2NIgQR2z6iQOIIwSvJOBd7/dSZJi+aBu7+fbnwJz9h4kknISsKX/zgh5ze2MRaXecEl5t1IkNYSEQdh1M8Hmygzs50J4hNtk0/1cU5Hg+r1Qy/ikUZr7nJODb9FZWgEGwxDDQBtwRDvBCPcbLHywBV5aVEnIGKiioE7yUTbMno/MGJ4RHQZFlIQrA8HGZIZyf7TYujVI1pbjcPRyOM1zQSjoMAuhynm4ERFeDPC//Z89+7d2+WXX8tn770Mj5dJzNqBG90djH4wAEOFhcz9Wc/+ytvpx70oAf/KejJL3rw34iO9naKkynIFfS9koSRk5/8d6Lv4MH0vf/+f8nYa5cuZUrNXkSuUHJSRyefvf/+P1TUsCyLOe+8Qzoe59QZM/B4PNRu2MCSUJCvRyJ4heC18jJ+eOON7D7xRB4/6WRKHQcLuNDrY87U4//i2K/efz/pdev5yLSwcLjQ66NYc2MYBq/c93MuWLEyK4eZTDHzkd+QuOgiUpKETwjyJYnxLo25AT+dLhfLM2n6yjIL02nGaxofp1L0lWTW6zoX+7zk5ZjarZZFP0VlsKLyaTpFzLZ4NZFgo57hF3n53Q0av45G6DRNUkCxLDPosGLTLsOgj6J0x0leSeqWQz3H68MN1MUsfEKgCokKWWGpnqGfquISgs16hpPc7u5mkr2mxS3BIEsyme78I+M4DFZdzE6leCsR56BlcUcgmN1u29wjSySSSWwcrvD6eHP7DjavXUvTnj1EDJ3LvV4kSUJ1HNptm1/m5aMIwUZdZ1kmTViWEULwXjJJuZyVOYasYbrpOLwWj9NgW6Qdh6AQDHK5ODPHBF6YTvFQNMIgVWWHYfDDHNsXskbji3Sd4yWJHTbc13c8HcOOJ3BgM9dsX8AVLpkHol1c6fXzC9Ph94dJD01zu9HTKebVrOXAyNNQNB+ZaCtCSLiCRXyxN0LRcVcAENk4m3j9zu7mMj3RSe3853EXVpI/bApNqz4CBzp3rwLbxoi2E+gzEisVI9PZSO9TriW6Zy1WJolt6jhCgCPo2LGMUP/ReEv7EW/cha1nKBlzyFezZcMcYvs2YJs63qJeVE69AiEEeqKL2P6N6NE2/OWD8JT0xYh3Ujz6dAA6dizrZl0Ujjgx2wiXg1JajXfPYlpqt9H7tG/RsvZjzGSETKQFX9kASsacSce2JWS6Gkm1HaBi8sXdDXL1S98g2XIAb0lfbCOF4glQOGwKqdaDyB4/lp5CdnlINO1Bj3WguP0UVE+kcdnblE+agaJ5afjiLSqmfI3InrWUT7oII9aOkBXknAG9pLhQAwVkuhqpOOlaUi0HaduykMLhJ+BJtzKofznx3R/RUDyGRvqQLMxnz641bNa8tH7nB1xy1slY/jL+tFqjp5LslfsSKBsEgBk4m8tvupv3X/jtX3xX9KAHPfjPxt9d1HjyySe58847/yzhAPB6vdx111387ne/60k6evAfjTtu+Dr6b//I9ro6/KrNz35y6799Dvn5+Tx/38088fK7AFx3z7WUlZb8S451+klTOf2kqf/w9yzLYu6mBqSqrJF1pnwcz38wn5PGVPPSopkwYAwAeqwD2eWmRSll27ZtyEUDcIWzZl8lY84gv3buXz4G/9PbQ1AVPFRgeuKVD4lXTCS6dRG2bfLUx7s5bXgxZ/TyEw61cd63rqKqsoJPlv6E7ekEsuYlun0RvaZ9Izu+kaZl7aeMLzFYsOQ1fL1HYG6JYukpfBWD6dy5HCVnOOZYBsmmGsIDxtG5ewWFQ6fiKx+EY+qERpwIQLKtFiPWQajvKGxTB9uiePTp2Y6ypr3seucBAlVDj+jks/Q0B+Y8hW1ZyJqJt6gXbRvnEegzEqFoxOt24K+sJhNpwYi3dweZfc+6hYYlb1Ay9mwOzH2GguFTCfc/BoBE8z52v/sgkkvDSieo//wlhMuDO1xGJtqG5BgUjb2Y1Kb52TlkUvjKBgKQP2QiTas/wrEtZE8Al6RyzL61HFWVz7cXzWLy9MtxTbs2G4D6oGz8hez76FE8hZVMibYQcRzeScTJV7JSTu2WxSuJOIWyzG7T4K5gGMjKB+VJEpM1N4/oEW72eHgvmWSA+xCro0KW2WPorNUz1FvZTq2fhMPUWhZtlkW7bXFMbS2v3nEH34xEaVNU3kkmeDUe4yS3hxrdIOY4BIXM4JyMQINlMVlz8U4qiYqgXJLQgbs6OvALuC4QpK+qcq7XyyOxKHcGglnfiWgEN1Cdoy+nbBuXLHcngG8mEjyXiLMsneY3efkEc4XQR2MRLjqM/TRZ0/gwlWKoorLTNDhgWXw/EOLdZII6y8ILfJZKcbLHQ6dl0WCa7FNVXkolqJRkfuzxYh2o5dGbv816TaM+HsN2YFMqyQTVxShNY5dpUqzIjJYVeueS5L6ywuJMhuPdbtbrGYaoLt5NpQhJgqAkcZpbwyvJtFoWz8RijNY0iiSJWckkUzWN3YaB6oFLvD7eSSZYqWfoJcmc5vXSV1Z4O5VgqKqx0zC4KZGkb85TZEUmwwHT5FZ/gJnpNGd6PHiF4P5wkO0dXZiSxKyKcobc93O2/Px+mvv3p7xPH6acfx7DjzmGS7//faI33UQqlWJGcTGZTIZXfvc7qK9n6/oNtDQ3M+nssyku+de8H3vQgx7869GTX/TgvxGDq6v5ePhQBm3djiIE8/PCjLnggv+/p/WVoqx3b7Z43FQY2SXrNiBYVv53f9+2bR657GtMW7wEH/DbV17BNXgwJ300i4nAe+k0dZbFmEiEDYsWESwsRHi9lKTT1FoWb/p9TL/2mi8de93y5YSeeZYrXRq4sl4PM9MpdkUi/PHo0UQ6O5mfTnFWbiG9MBbl4MGDdK5dy1TNRdSyeSCVxOjbm8s/nUOTJLFKz3BrIMt67edXeS4eQxOCTbrOZM3N/HQKCzjR7UYWgqEuFw9HI3zD7ydi20cwTgerKnuAohyb9s1UkkJJIu04RGyLsCx3y5kZTtZ943yPr9uT7JZAgFcTcU7xeGi2Laa7PXyUTLLdMKiQZB6PRalWVFrtbMNJkSzjElmZ00pFIZXzvOurqEz3enkvmTwiPymWJI5SVfqpKk2WhZVO895FF/OddIZav58HYlGGqCq1tslJbne3LNcol4t3kwkM4BiXxjE58vjSTIRnYzF2mwYVsoKOw/GamzGaxivxOJO0Q8WH4zU3nbbDGR4PguQRv2tIkpmiycxKJkmVDSF98vV4Aat8EK/H2zj1wGr8QvB706Z+wiXM2/Axp5N1zV6lZxiiqJweb2baew9hDxyH6s9DK+pN+8bPqJh8KQCZaCu6UIk37KJuyWu4w6VE92+i9NjzSLUepHnNx5iZBAOm34Eea8uaV5cNIN1ej5AUous+xUhGcYw0mWgbieZ9yC43JZMuQVJctKz9lGCfURiJCIr7SPaAQMI2dSwjg8sb6v5NXL4wsbodeIv7kW6rxUhGKBt/fvf3gn1HEdu/GS1URCbSipWKQdUwAKL7N5Fx/MhkqJ3/PK5APnqsHW/5YBK1W2lZP5uCYVNR3H58pf3pqllNfnWW9eAKFiN7wwT7jqJz53JKx2VZLraps3fmYxxoOYDiDYIQ6NEW1EAe/qoh9DvnuzQse5vo/k0MOP8uXN4g0f0b8Rb1pqOtllRbXbd3iZlJkom2Ujb+fIQQ+CsGke6ox4g0ccuV5/Ktr1/Kxbf9gkSwDwDeoiqiBzZSfPSpbGmqYUTNAcKRWpKBSdmL0bwVueiQh6aQVQ62xr70PdGDHvTgvwN/d1Fjy5Yt/P73v/+L26dMmcKPfvSjr2RSPejB4Whra+fWn/+OpqSgwO3w0O3foG+fXv+SYwkh+MEt1/5Lxv5HUFlRzi/u/vb/39P4h3HBOWcye/EK5i5+BVxejGSUqhOuQqtfSWlpKS7lUKHCcRz696n8i2NNG9WLVzcdQOT1Jtmwg4G+OI/cc1/3dgtBvG47nqLeeEv6AvB53XacJhNPegcrt+2nX1UpT9z3XV55+yPemz2LVk+4+/uy6kaPtbM0aiA8QUrGnNXtMVK/9E1KRp+Bu6CCxhXvk2qvp88p13Fw4Qv0OeV6Ml3NdO1dR+lh3TWegkqSjTUAmKkogarh3cGor7QfrkABZqKrWx/VSMWQVBeuUBGKJJC8+cTqtlM6/nzatyyiePRp6LF22jYvyJq2HWbmZhs6V544jPmrF6D6Qrj8+d3bfCV9cQULEUDvk67FcRy6VrzB49ddyrJVa/moqRAAV7CQ6P6NkDMqdGyL9q2LMOJddGxbSt6g8eTvXcPXMxGqdrWzeNYsKstLaZWyiZaZimEkInjzKig86jTa9q/nhVg0y0zIdVW1WRazUknO9/p4K5k4Qm9aAJ+mUjSYJinbxsYhZdt4cp1lB0yTDbbFPaEwb6aSXJeTgxoFvJFM0FsIjtfcHBuNc18sxkluN6NcWSPv5xNx4o7NTf4gi/QMVo4Z4BeCWbrO7YGslMkjsSg3+gMEZInfx2IU54oRihBUqyoWMEBVOcntoViSqDFNSmWJGsPgu7n5AFzo9fLraITeitxd0AAYLKus13Um5TrF1hk6ew2DqCyzMpHmoXAeAVnmEp8f3XG4vaODcZqb95JJOm0LAdypqiyzbc7LJd6yEJwRibJVz6BYFoNcLqYEgnyQTHJ/Vye2AL/kpkg99KwVyDKL4nE6bJtO22KvZXJZjoZ9Ui4Rvsjno8EyiTgW7ZZARqG3LLPVMOm0bH4Vi5InSWQchxNcbjQBbZbNHjPNjf4AdZZNjWmw3TTorShIQnRLG+zDIay5yDgOH/Xry71vvkFTQwNbVq7ivEceoTq3ILJ492426zqvPf0UJz/1NCecfx7BYLBbeubtX/6Soc8+R2/LYpOus9vQefMPT3H6iy8wYNiwL3+R9KAHPfg/jZ78ogf/jXC5XHzrnXd454EHEOkMoy++iBHjxv3/Pa2vFIOHDmXt9dcx69XX0AyTrsmTuOW6vz+HWr10KeMWLaY0FzfN2Lmbh/ftpyAXW13k8/NeMsnkVIY5n84mvn8/tyC6JTtf6dOboaNHf+nYB7ZvZ0hG72bK9JEVnundmxv27ae3bQOCVbLMNkNnkKJSUz2Y2DvvcHnNHlRJptWyqXIcRuyqYaNpMFBRKZWOXDYJSRICQath8v1UJ9f4/fRTFJ6JxxiqqpTKCkNUF+Wygo3NTkNnsOrCchzW6zo3+wMsyGQICIFPCITjELEsbg+FabIsXkkmSNg27bbNWR4PMcfuPnaGrJznI9Eueisqj8ZjRGyLuwMhinMNLfPTKSTHZptlYTsOZ7o9PJuI0+U4qI7NU7Eot+dMtE2cbn+PqG3TFo/zvOPQW1GokhW8ksRlGR0hSQwQKl6gybRI2Q67DJOpuZpEynH4PJOhuH9/4m3t+CWJetNkgKKQAX7iz8OTkwJ7KRFnjKYxTnPxWTrFhTkfjSWZNL1lGbcQyEJw0DLpJSt02hYZx0EWUOz2MbegF4cLkRqaj416hmM1N5M1jV9uW8izx5zL6l1f4G/cxVhVYaCq4jgO/ZKdbIu2kYm0EFQ03IECUg27UPMriB3cQuHIaYQHjKVh6ZuEjhlDuqOBROMu3HnlVE75Gi3rPgHHRpJVzGQsa5yd6MKId1Ix5WskGncRqBpG6/q5aOESSkafjuoLA1Ay5kz2znyM/ud+l47tS4k31uAvG0D0wBbSHQ2UTjgf1ROgddMCEk178JX2x0wnkN1+zFQXxcecQVfNGuJ1OwhUZRfvYwe2YKZjtG9eSOfetYT7j6N142eAINVWS+XUr5Fq2kN8/fu4+oygbPx5pNrriR/YhG2ZKO5sM5KnqDexuh0AOI5NdO96TCNN545lFB91Sve1lhQXittP5fGXo3gCGMkI+z99EiEE7rzsr1I56RJqjQyRmlXokTaEnL0v84dMwlPSn30f/w7FE8CdV0qo9wiaV3+UzcUlGdkxOKMsyg1XZZUqZHGIiQ8g55r8PKUDWLpjFb/73hU88epMbATn3XQ+N933BFreZUiqRuv62YyuKv3S90QPetCD/w783UWNzs5OTNP8i9sNw6Cz899Pq+3Bfz9+8PAz1ATHIUISccfhh4++wGuP3vtXv5NMZjs7vqzzrwd/GWs3bObB594nZclUl3h46Ie3fqn8lizLnDKijI/2HkCEynE3recb38p2UT7zyH3ous6d9z/KpoYUWvNyvnnBZB5/4W0SkU7ia2ah+MIUq2ku+vaFf3Eut1x7Of3nLmD9tt2MO340p5xwJGtmxmkTmXfvb/GPv7T7M29JX+oWvYpZMZjl+yOsrE3yyZJbGTu4kq5eJ5FZPetQ51OiCzMZJdTvaNy5bpE/QXH7urVCtXAJsfqdtG//Akl2gePgrxiMFi6hc/cqikZOA6Bj6yJUX5h0ez2Jxj1ILg/B3sMB0BMR/OWDKBxxAp27VtK2eQGObVE6bjqx2q0U5LwpQgOOoe7zl/GVDaB92xLKxp9HoHIIbZsWYCZjJBp3A4KW5W9Rdfu1uPbG8Tl5dOxYRqqtFiHLpFprkd1+Ssee1R2khsfPoK0ryi3fupaF33+alh21WJkUma4WUu11uIKFpDubya8+jsIRJ2KbOq0bP8Oadg2/SnQStk0yM5dSs+8gXdt/h+zx4y/tjypJjG7bh+u5Wzjd4+a4UJjPDzOPLpRlttmwUdcplWR+G49xsdfHTtNgm2FwkttNjalyfzTCaW4Pj8eiFMkyXbaNy4HTPF7eTSU5YBoctKxu5oEbQSpXjPFIEqMUlVGqizxJ4r1Ukm/6A/wqFqFMUThNkrJSV5LEJsPgNLcHSQjW6zrneLz0yplPfy8Y4qNUsjupitl2d+eZEDDV7aY1lWSDYeA4DgdMk5E55kaTZWE5DgLBZ6kkJ3u8mI7DWkMnYVusMTKUSjI1hsmPwmEAzvZ4eC+V4qqcNFWjaVKuyByjaRyTu34Px6IUSTJ7DZO4bePPJecb9TRrdIN7QmEc4KVEnHM8HnYZBp2WTZ1l8GbS5CqfHwH8IR7jlmCAPElmeVqizT6UGGtC0O5YzEun6LJtyuWs/NcZbg+PxaKc4fXSaFq4BAQkCbcQbNd1LvX5eT6VIoBgZipFP0XlzmCIdsvk17EoFbJCwrHZZ5gMmHEJp1z9DWpra7lk4kRKy8spr6xk84IFDNaN7AUGjnZpZICAI1j428c57swz0DQN27Z58Yc/ZP+LL9GYTOJ2exjpcrE0k+aSunoWPP5bBjz1h7/4LulBD3rwfxc9+UUP/t2o27+fuU89hXC5uOCOO/5lni2hUIhrHnroXzL2/xVc9oMfkL79dgzDIBAI/EPftXOGz3+CIGsC/WoijkdIWDjotkPcttmwYgVlBw/yekZnsKow2qURPtzo639gwumn8/7vnmB6c9aTcH5hAUdPmkivN97qjjkGKSrPDx7Ip6ZJv959qN25s3s+a3Wdq3Ks09EuF68nEviFYKuuM8zlYqdhoCJYaeoUI7gtEKQ0F6OGhMRCPYNLWKzJpDnR7UYV2caYLTmvjiu9Pp5KxHAhkcLhaz4/HiF4NREHoFSWucLn55lYjONcLjrtLLMCB4KSYEE6w23BEL+PRZEQ9FUUNuhWd0EDYIiqstiysB14KBqh3bbxyDK9LrmY1Psf0BiLsz6ToUJRGK2o/CYWpVfOY+1st4djXC4eiEcZ5/GwJuCDaJzNus7cVJLJbg/jckzkR6MRnohF6S0rNNsWl3i8bG5u5vF+fQnF4jTWHuQ+f5DXk4lupokQAptsPLnZNFAc+G0siu04GI7DxrwyyhyHaCiPVyuHUlizkmmpBMMVhXdTSX4SzmNj467ugoDe1YJRs4ao4zA5x/o4MdHOJy4P6y/6Mb7nb8MVayHppJjnCtJ5wQ+pCpdipuN01awmFCig/6KXWFY1nN4nXweA4gkgu9xE9q7HETKyy0uw9wgAqk64iqbVM1E8QVKtB5FUF6nWg5SMORPINrO1rJ+D7PYSq9/1Z/enGiqidsELeIp60bpxHk0r3kfLr8BXPgjVk32OikaeyP7ZT9Llz8e2DLRgEUWjTkJIMiVjzqRuyeuk2g9i6xli+zbgLu2PFiyk6oSr2PfJ73EFC5BVN4Ujp5Fs3kcm0kreCTeQbKwhsm8DyZZ99Dv7Ntq3LOyel+M4JBpraJUV0p2N5A/Nsh/iDbto2zSfvMHjkWSFWO02kGUSTXtxF5QT2b2aPqd/i84dy444T8e2sNIJwgPH0rTqIxpWvIc7r4xMVxOS6sZfWU3+4Kzqg5lO0LZlEf6iKi6e0Jf77rwZx3FYtXotEwaVUL96BVFvL6IHtuA5zM9DEjC0ehD333EN9/z6WV6evZKJw/uxYvWbpIWXXkV+7r35yr/4ruhBD3rwn4+/u6jRp08f1qxZQ3V19ZduX7NmDb179/7KJtaDHvwJnRkQWjbMFELQmfmfskRH4kcP/ZYFO7twHIcTBufxwH8g4+HfDTu3yPnD371BV0V2gX1RIsbDT77AXTd/ObX7ntu+yYTPl7CjZh9nXXcVfXr36h7rsT88x4pNNbhCReRrFrV1tcxvL8Q3ohof0LltMW26i9ueWchlW2q49dqvfekxzjzlRM485cQv3TZ5wjgeue1Kbnt6DgWjTgagfcsiysadg6RqHJz/PH1O/Sb/H3v/GSBHdXX7w7+KHae7JwdNUM45IiEJRBCInE3GBoMJtsGACbbBNphgm2QwOUcJEAgBAmWBhHLOWRpNzjOdu/L7oZuRZAy2Mfe+z33+sz5NT586dSp01dln7b2WqLhYXb8HLVGJqLhpWv85oqyQaK5Ej7fjzikh1VqDEe9A8YWwTR3bNDr3k2qvJ6tbP1KtNZQefwWNaz8mb+iJCGKaQGhY8zGWnsTWU6jBfGK1u0CSSTYdom75+8geP8nW2k7Zq+y+49CjrQR7jcKIh3HnlnXuyxXIR/YE0CMthPqMS1eJNFdhpGJkFfemectiRFmh4qzbeWmnRvveLcRSJqHeY8juO47w/vXEtF2IiovW7Uvxl/TBV9wHQRBwHMjPz+fU/gHe3Wnh6z8A29Rp3bkcPdqOFm5E8aYDe1FWkdR0JlxVfg+S49OSCdFDLxPs1Q9XIA9/xny9rnwI5874DWOsFO8l4ojAklSKDtumjyJT58nio3g7PZW0KfgzkQh+QeDuzOK+X0iX2wdFEY8oMlF1sUHX2GgYLNNS3JSpiHgzHmMqbhRBYK2ucVmGfHglFsUCthoG1ZaJDByyTCzncNbZNf4s/hIJ000QOGAajHW5sHE4kq6TgPWahohAg2lQaVm8J8RosmxyRRFBEBAAGwdbgNdjMaZ43LhIawj3VBSCosi8VIq1ukaDaRFxbCa6PPzE7+ftVJKpGbNCgBxJot4yeTMWI+7YaI6D6TidpJvlOMSCQe5va2OQovBIJMyxHg+7FYWwZXNvMNSpl3yB18drsShX+v1UyDLvmwYfAxsNjYCmM1yS2G+YjFTTiwTbDJ1THQ+KILBJ1wkhMlJRidg2LsHgGCUtmXBHML1kMNdOslPXGe9SKRFlPrcsPIKAbllstUyGqQqT3G7mJBPEnfR5HaIqDFZU6kyTJ2d/hJlMoDY20Xbv7zkQDDLgppsYPmUKy954g8nhdFn4Ui3FSNWFTxD4ZNNm3hg+ko5hQ8jv35/Rr7/JVEHE8fp4PRHnxz4/2aLIYi2Fzzk6g6sLXejC/zvoii+68H8T9TU1vH/hRVxYW4cJPL3sK26Z8ymeI97PR2LL6tWsevFFEAQm3XQTA4YP/786XoBIJMJbv/41clMzcv9+XHn//T+o4ff3RVNDAwumTydUWMhpl6QTjOqqq/ng7t/gikZxjxzBFffee5Ss0ZEYO3Eij0w6ltBXK/AC7/ftTWFbO5eZFo7jMCeZYJllstHn4Z7aOoKyArLCu4k4eYqKOmb0t46tqLiYyS++wKdPP43gOIz6yU8I5eezYOFCpramSdIl3YoxgOJt27G37yAhy7xYkM/V7WGkfxiy7jhEcJifTPJeIk6uKOETBUokmSLAJx6OTX2iiFcQOMblpsqyuKe9jVbb4rzsXEoy1+3ZaISb/AH8osgOXefdeIyAKNFu26xOJRnn9rBD16mzDA5YBpNUFynH5plYhJ/4/PzE70cRBLpLMud504k0+w2D12IRBEEkSxDYaxiEbZs/hbIRBYGDhsGbiRgHF3/BLYrKQrebmck4P/Fl8aWmcUcg2Jk8Mz0eo8W2SCoqofdmcFtuLjMvu5zqg5X4JbGT0AC43OfnlWiUE33uzmrr5ZEwtxyqxiuK3GVaLNZSbNJ1zvbY+EQRx3GI2jYLUil+GQikk4UsiznJBD/1+flNKs5Nok2zmeCJRBivoRFxbJZqKbIy99Okhr3snPM4e7qPIli5kZyOeryeNKFhOQ4PZ5dhanHql7xBhanz8fFX07LyQ9SBJ1ASyAdAdvtxbJvigxvojc1Xpo5jWwiiROTgRnKHnkjkwAa8ud06Ky0ABFHCTCXIG3QctqFRt2ImWaX9aVw3h5yBk1C8AQRJTisWnHg1jes/pWT8BYiySs2Xb2MkIhSNPg1PfgU5/Y+lZctikq3VWKnDMkmOYyPICqm2OkqPu5xI5SYE8XDkklU6EHduCao/h0RzJa6stB9o49pP6X32rejRVsIHN9Ow6iM8hRWUZOSq1D5jadrwOXqkFUl14y3qRdPGuSj+bBKNh3DnlpI/9ERatiwiVreHrLIBFI09m7adX1G95DV8hT1R/Dm4Q4WED2xAa68jPyO3LHuyCB/chDu3G80bFxDsNRLFE6Bhw+cIgoCkeolWbUfNysFIdHRWdaSvhY9E4wGwDaLFxdi2zY2/eYjVkRwcSaWCDpy6WpL+MoxEB0YiTLJ2B7+8IP0c+Pnvn2BvYCyCR8J0OlDFg2RlecjN8iAK6YTXrmTXLnThfyf+7RnReeedx29/+1tOPvlkCv9Bv7qhoYHf/e53XH755T/4ALvQhYocF5WJtBGVbRmUBr6d1Ji36Avm1nqQy9LmUAvqapi0YDETxo5i/cbN9OnVg7Kysm/d/vvAcRxqampQVfWo30Z1TS23/flFWlIC+W6HR++6jtJu/77W7P8NLFq6gr+++TlxS6LMZ9Jiqp0PBcmdRXVLzXduf9Lxkzjp+Emdnx3H4bo7H2Dh1joKx56HLghU2xaPvPosxVMPm517ivtgxNoRSgfy7vJVXHNxDL//203Dvw1nnHYy73++iGXr55BsrSVv6EmogTxsUyerfBCi4srsry/RdZ/iK+pFvH4/tqVRfuLVAFQveYOSYy8kvG8dRjKGmYwgSDK1y6Yjuf0Ee4zAV9ST+tWzECWZwjFnEd6/nrZdK+h+6g2071lJsvkQFadejyily5obVn+EEW/HTEVR/NnYehIz3oGSlYvj2GgdjcSqtpForcFKxvCX9scxdVyhIhzHQVI8dOxbj6XFsE2d8uOvxFtQQcvWJeQOmowgSoiyin/YmcQ3fE6gfBCtWxeDIFA87tzOKpPmzQuQXH5C9cu56L6nePa1d3ln7gr8x1xG8+aFGNFWsnoMJ9F4ACPa1qlvCmDrKRKNlYjBgsPX19CR3V7UYH7n/2RfiITsItvRMYEq0+Rkj4cyycXr8RhlepS7snNwCQKm4/BsLErYNDFsG0UUkQQBEeipKBQZOvMFgahl0l2WucLnR8gQEbYDn6WS7DIMoqbJS7Eowcz2vzvCRPBP4Q5Mx6EoU6FRIcs0WhbdJJHLfFk8GA7zbDRCuSQzW9e4NSDjEQQei4a5KxgiIAjMTsIlPj/ZGU3jR6MRXo1F2WkYaLbF2T4/gxSVhckEI1UXMUXh3MxEebLbw3vxGDWWxbPZebybSvLyMWMxfX6+/OgjxqgqgiCwPiOLFXFsbsrIYdWbJn+ORBijqszXUgiyxG8DQbIyAeAD4Q68gQCjNP0bvwUjIxMAcKGssD8nm5N+91tmXXMN3RSVD+Nx1ukax7vcFEkyT8cieAWBPYZJxDTZZ5kc43JxhtuTLh8XBVTglXiMS70+zvZ4+TARp1SGiz1e/hTuwAGyRZF9hsmyVJJ+skLvTOXLB4k4FZJMiSwzVtc5+YulfJRIgCxR2tpG4M47mTdgAP3uuIPnn3kWfdcujnO5KZYk3o3H+IXbQ1EkQuLLZby+ey8nH5HdlyUIvBeLMdSlMk+SuPpn1/3Hz44udKEL/zPQFV904f8m5r/2GhfW1iEIAgpw0o4drFy4kBP+iWfLoX37WP2z6zm9uQWAj9ZvIPTJxxR36/aNtv8NTNPk7fvvx6g8hLtvHy69+27EIxbJX7ruOs5b+hWKINCxajVvOHD1ww/9oGP4T1F98CAzf/Qjzq2pY5dt84sHH2T4yJFs2byZO5pbEQSB+nXred/n46Lbb/+nfUiSxG3TpzPn7bdJxeJccfZZLD4hXf38bjLBsaqL0zxeZrS20aCoBDPziyKXiy3X/ZTrfv/77xzjoFGjGPTKK0f9L/z008x55VVsUWT0lVfQdO55XJGpyNhrGHycnc2Ciy9mw/R3Gd7eTl9RpMa2EHD4kdePLAjs1DSaHJuDlkXIcVhlWbRlki0E4PV4jMszfeaIIveGsnmwo53HoxEu9PowHRtFEDoJhKjjUCHJTPF4qDNN/hINU2s7lEkS9wazuS/cgeHAfsPgDI+XQklGEQQWJpNIQjr2koW0R1qL7XBrlg8xI/H0WDSCmJk/hSSJhO0Qjkf5NJliq2Hw51AOXlGk0rI6xwPpuV1PSeYEReG922/n6tmz2X3S2QRnvE2ktZbths6gjF/dci1Flix2EhqO4xC27c6qjFGqQo4oMkRRmJ1M4BZEEo5ND1mmybYwHYfX4zGGqSoDFIWnYjH+GgigCjIVwJi9K/mF388CWyYi2iRthwfD7ZTJCjc5KZ7cNo8r3R4KgkFeTKaYaQrsDRShn/VrCjPJWofcPuy2OvLO+CWi4qJhzccUjjkDI9aOtP0LivQEcwedSHZB9zQxMeBY4nX7wIFgr9G4QoU0rpmNt7AnkstL49qPyR9yPIo/m8JR0xBEkYIRp+A4Nk0bPsdb0JN47W70eJhk/T5y+0+kftWHCKKCg4O/tB+i6qFt51f4SvpiJsPI3gDR2t1InizcOd1o3fYF7lARSvlQGla8h+Dy0bxpAfnDT8ZIREg0HSTQfSgde1bjzi1FlFUih7bR44xfIAgisicLLdyMEe9Ie2wcASuVwFfSl2RLddp4vKA71QtfQU9GkBUXtqljpmLInixCvdKkQeGo06ic+yx6tJVE0yEcS0dwIFqzu9OwPGfARGqWzSB8YAO5g0/AiLaQaKki0XiAnmfcTPTQFsqmXIkoq+ixNhpWfUjZiVcjCCKtO5aRP/xkvPkVfBVr5fhzrqTGziF/5CgEQaDOn4cYXUJ2n7HokRbidXvp4Y5z6XlpKejqmIAQysgIe0N0+CvwDj6BOsfhzJv/QklZDy6Z1IefX33pdz43utCFLvy/h3+b1LjrrruYPXs2ffr04fLLL6dfv34IgsDOnTt5++23KSsr46677vo/OdYu/C9HfUMjv3nkBSKGTK98Dw/ceROKovDgnTdx7yPPUt2ukecVueeWb1/AOnCoBjHrcFAsBAr5auU6/jrjC9p8vfAkV/Kzk/rx4x+d873GuG7jJlau28xx48cwdPBA3nhvFk+9MZt2SyW7uAen9g9w/x03AfDbx17hUPYxCIJApePw28de4fVH/+foQjuOw8Ovf0a0NE1K7DN1kjvfIaviGACseBu9++Z8VxffQFVVFRs6/MjewGHvBFFCyOlO8tAGPBVp7dvooa1kZ0zITNlDIpH4TlLDtm10Xcftdn/ju9eefIhnX53OO58uwijsnt6npGDGw4eP1baI1+9Fi3eg+rLJG3pWZ7ZLt0mXUL04bZzmzi2laMwZtGxNl+IqviDR6m14CyrQ2hvQoq24snKR3D7c2cU0b15A7qDJ4DgIoky0ZieOlZbRkL1BSsafjxFrJ9ZwgMalr4M3FzVYSPH48xBlF4mlb1Mx9VpEWcW2DOq+ehfZ5cWdU0SwxwjijQdoWv853oJMlqqQydzJ1Bg4joWZCBOp2tZ5rO4jSnK9hb1o2vAZVveBnHPdXTRJ+Sj9TqTmi7dQs3IoPvai9CJxt34Y0Vbqlr+PGshDa6sn2VRJ4ZaFFOSVEu49Bkl1I7p8aB1NRKu3023y5QiCQOvmhcRNnaeiUS7weNhoGpTL6cDzx/4sHgh3sCSV5FSPF1kQaLJMeisqr8fjbDd08kWx04PjoK7TWlhIqaaRsi1WaBpTPR5WalqnTJPtOPwpEubWrHSG2yuxoyfqeaJIjWVhOnBPMNj5/5mJOJCWEVicTCAAY1QXX6WSfKGlSNkOMdsiKCvYQHZGdk0QBHrLMqd7vNSYJm/EY0Rsm0bLIga8E48z7YgMT48gkCVK9JUVHomGucrr5+n580lKMnd4fcxIJHAJAnWmwZleH7EjNJKLZZneikyBJFEuikQsmyzxcJWaXxSRW1qY4s/ijXiMi7y+tPxULMrAjBQWQJ1lMraujhk//wXDJIU8SaJQlgiIEhHHYZyqdrZvsUzuC3cgC2l/jWbLYo9p0GhZvBqLMcKl4s2M4Tyvj0ciYVK2wyVeH71VFcdxeD4W5cuUxu9Ch8/DIEWl2jIRLIEiSSRLFPGJAq22zYWZKpvBe/cxZ81a7luzmlcefIhFr77Kx7pOL5e7U2PbK4q0ORZx2+7MhKy3LMokiR1eL6c/+TcGjRpFF7rQhf830RVfdOH/JlzBIDHH6cz27pBkQjn/fK67dNZHnNLU3ClXdHJ9AyvmzOH8635YIv3FW27huA9mERRFWhcs5NVIhIvvvZf3Hn4YOx5H3L4D5euFaVHE3L37B93/98H8p5/mwpo6LGBdKsldbR0Ii5aQZ+issR3GuVwUA5u2bfvOfmRZ5uyrrgLScUljURHJvfvwCwJlmUSNS70+XolF6ZfxQ9hZUMAf7rnnWytAvgsjJ01i5KR03LN9+3bGSYeXQvooCpG9+9hQU8u9ms5aXeMjj4cmn5fzdR1ZEDhkGLyRiOMWBCyg2TS4K5RDrijyaTKJg0ONaeITBJpMk/W6xkluD6IoMEpRWKtrSIDB4QrTGtPk/IzPWYksM1Jxca7HgwV8mkziEgQ+TiXoKcoMU1TqbIuZ4Th9ZYVsSeTNRJwL3B4U0kbaX5MYgiB0zpv26TpztRS3+7PYa9usdRz6KgoeQSBp21SaBp8n4yQdAUhLrJ6SSXK59FA1b993H1VOEU5ed06JNFFjWuw04tjAZk3jWJeLTxIJSiWJ9YbOuW4PH6eSnO3xIiIyQnXRU1Z4JhrlKr+bNttmVjxOqSzzeizKBT4/wcxYswSR5akkUzJecjmCQJVl4RMFTnGlz1O1ZfEHOYsFRpLLJZnCzL1yndfDjwPdaOozgXzvYVk5b14ZgqSQVTYQAHdOCdWLX8NX1ButbAiLFRUEAY+hkT98Kk3rP0PJyqGjciOlZQMQBIHCMWfSun0ZbbuW4y3siTvncKKi0BkzpL01WncuRfYGKTv5WvZ98BCBHsNwbAtPfnccU6dg5KnpcRV0p2njXIxEhO6n/AyA+tWziFbvpOy4yxBkhWj1TgwtRfnky7D1FC1bF6clhMPNtGxZhOLPwWyvw9+tP2LdHjhCls2xLVKtNQiyQqR6O4GyQcTq9yFnZZM7cBLNmxbQtnN52vDc1Olzzq9p2f4Fhxa8jOILIHuOlpQTJJmSCRcSPrAB2ZeNr7AHydYa6ld/RFbZQOJ1e0m1VFN+8k9R/dlQ2J3GDZ9ROvlS4rW7MVNxxIwfhurPwRUqpnnzQmLVO8gZMAlvfjrelf251EklBHsNp3nTfApGnIKoqJR4Teo6qlFDZahmlPPH9WX1ug2889ky2htr8GasOm3LxDb1zt+BFCjEKj+GN1ds4Pxp9RQXF9OFLnThfw/+bVIjKyuL5cuXc/fdd/Puu+926ttmZ2dz+eWX8+CDD/7HWppd6MLXsG2bqVfcTDKrO45lsKXBi/rY8/zpzp+jqioP/+ZmVqxZz30vfMiZdzxHkZrgmT/cTHHR0Vl9Z516Iu/d+zzJbml9Rm/DOg54TBKlk3ADTnYRby9Y/r1IjddmzOL5Lw9h5fZh+vrPGeiZzgajAnXUJQRibbTtW8en+3zs+tmvySsooqYjhZB1eGIZNr5bNutfwTAM2trayM/PPyqD6/silUoRcw6XD4uyyvDBA5Fi60hYEoPLgtx87fX/dn/JZJJn35xJR+V2TFvAtkxEScbSk0iyitKwGWI1uASboCcL2e3D0pP098bIz8//1n6nz5rDYzMWYUoeBhdIvPTn3+I6ouxZEASu+tHZnDNtCtf87m80+AcgpjoolDqoX/kB7rxytLZaCsadS6qlimjVDkwt0SmvZGkJssqHkGzYR07/Y0k0VaKGCglkJr7eot60bl+KIktED22lsbES29SpmHotDas+RPEGsU2DhtWzCfUaiaiotO9eiTs3PbNS/Nm4g/lIShmmFiNSvR09mjan8xX17pzciZKCpHoRVTd5g6cAEOo5klj1DpJttXhyupFqq+fgnKdxBfPJGXIiDatmEegxDNnlI9pSja+oF+EDGzFibTiOgx5to2TSxcguH+22Reuajwl0zya7/0Tadi49KiCUvUGySvuTaDqEK7uQkkQHMyOV6A3buWHGPewdejL+4l6EK7fizkkTOkakBUFx84U/nyvibeRKElFd6+zTcRy6STI7DYMRqkW1aXCh10+JJPFpKsmvg0EOGiZ3drRjOQ6OA7e0tVORITCeiUYwEjbmEepCoiDQTZI6M8qyRJEm06RAlqk3TVKOw+3+LB7/B7ID0gv4cxJxRrncXOXzEbZtnohGuCUrQIkocWN7O4MUhQNW2u/ja3mniOOgCAI9FIUcUWK3abBG04jaFpf7/CzRNMa6XMiCwDpdo1gSWZkyuSEQYJmmUSAI1Bk6pf4sLskEXl+kUlSbBttMg/2miU8QabZMbBxijsOxLhebDJM6w2CNYdBuW/SUFQKiyDZD5wpfWtJqY14e0266gYDXy6t/e5JgJIqBw0UeL1WxGAcsi3EuFQuotQwOmAbX+w+/q3MyAfClXj+Phjsol9NSUmNVF4cMkxbL6mxrOA5lksxEr4uFWopeioIgCPRSFEpEm32G0VmpsUbTqLQMjlFdTM0Eph2OQ+ERzy5BEDDDHUx/+M8kZs2ieyhEzrnnUrVkCdb2HYjAAkmi5MQTeePFlyiUZBKOzWkeDx/168fJt91Kce/eRxnQd6ELXfh/C13xRRf+TyGZTPLFJ5/g8fmYPG0aoihy/vXX89iXSxm2fAUpWaLu7LO4YcKEf7p9t359OSSJ9LTTk5BKRaGsX78ffJzCtm2dC7q5gkDdnDk8vnkLl27ZiksQeFJLQcYnwHQcjLy8H3wM/ym+npbVWRaDZaXzHTxGUfkw42sYt22k/6CqRRAExv/+Xl44/0IK/uG7iG3zTDRCtijRPaywat48jj3ttH/Z58Hdu5l9xx24W1tJdO/B9S883ylBU15eztxggOHJtBdcnWlSmkzRyzB51zL5iT+LSbbDX2QZBJEPEwl2GBrDXS5+lEnOeDISJmynPd/O9XpJ2jZbdJ37wh30UxT6SDL3dbQzze3lpEwCzC5D5+VYjOejESpkmT1HSN4ChB2bzZrGGsPgIq+XM71e5iQSzEnGeSEWxScInO71MkJNx0KNpsmjsQh3BEI8GY0wIx5joKLST1E4FAxxW3sbPTNSVc8l4lzh8xMSJUpEkfcTCSKOzXFuN42WxXmZY/hbNNI5HhvYu3wF3olns2fMuXy56yseDgTxiSLVpkHYsthoGOSKIgcskzPdHnoqCs9FI3yWTLDfSh9fUBS5wufjwXCY3IxH2wHT4IBpcfUR89JussTMeAqEJONUF3tMg2JTYmBmfglQJkmcHm9hisvFoiOSgxzHQQjkk2iuJNlSgyevFMdxiBzcTOHYszvbiYqbULwDzdRx55SkDblti6aq7Tg4GMkISlYO/qI+1Cx9O13dLwhYWpyC4SeTbK0l0VKFN6+ctl0rUDNyVrZlIiouuk++DD3WRtPaT5FUN0akFQQJVzCfROP+o663Hm5G8WV3fg71Gk377lXULH0bBBFXqAhbT5JoPIAZ70BUXAR7j6FqwUs4tomVjFB2yg3o2+dSmp9D47pPKRx1GqlwIx371tL73F+DIFK1+BVSLTXo8XbyBk5GEAQKRkxFCzdzaOFLFI46naYNnyEIIpLLTeHoM6ld+jaJpko8+RV07F2DlYnxjHgHwZ7pREXHMkk2VyN7sigcfToFo6bRuPYTCkZOQ5RVXFl5+Iv7IPfMonbpO+ljjrZixNpxHJvC4VPRWmug7QCOMzItNb57ZbqCJd6GHm2lefNCnMadFAwfi791B73kQ5x/7smUlRRx/WMz0YtHQbmP5q/exC0JRFrrcbIraNmyCCMeRsxUFWlyiObmli5Sowtd+F+G/0iQMxgM8swzz/D000/T0tKC4zjk5+d3LSZ04b/G86/PQB16Dj5/+qXevnslu6uajmrz8Gsfd/o91Dk2f/jbq9z/q6vJy8vrXOTvVlLMU7+6mJdmzsXB4ae3/IjH355zVD8G348QmPXVduz80YiCgF04mFUbP8I/Im2gpfpzECQZfDlsb0sREAfTXPkGOUVjkRQ3lp6iIlv9F3v4dixetpI/vfIpHfjJtVt48b6bOz0svi88Hg/d3CmqM9qhdrieySP78bMrL/qP+7Jtm6tu/xOVoWMomDCYli2LqV/+PogCktuHL5BDIjiCQI/haC17Oa8HJO39hApc3HLdt2dbRaNR/vjafELDT0MCdukpHnrqJf5we7oaxrIsbrj7Iba0gOIYXHDMAAb2qaC4cAw//2sjalzA360fod6jEQSBZOMBAt2HU7vkdYqOOQ8QaNr4ObZpomJQt+J9LC3ZWUYLoHgDJBoP0qckl8rGA6hZeSRba2jZuhhBVnBsC3dOMbIniCc/fU1Kp1zJofkv0rLtC8xEBEFWKBiV7jPZWkv44Ca0WBito6FT8slxbBDonHh9DTWQT/OGueixNrpNvjRNbrQ3ULfiffKGnkjTxrkUnPNrEASSLVXgQOHo03Fsi+olryOK6ce8IEoYkRYc26Jjz2q8+d2J1+/FV9wHPdZOpHILrkAe+cNOAqA12kpbjU2OKDLC1mkbcgJN6+dQPPECWjbOx9KTuHOKEUSZSO8xvFLch20H1xFub2eArNBdkfk8mSJbFOgpp00W22yLe4IhPkomuNKbLo8vkWQ6HJtjVRevxGNUHBG0DFNV3ozFGKyqJB0HjyDQYpq0ZzxgNugaguNwd7idMlEiBZzt9vBuKkmZLPPXSJjLfT42aBprNI160yJLFLnK50MQBEKSxOkeL/NTKUpFiUGyhIXDRW4vT0cj9FNU9ptGZ/C6U9fpqaSrNiBNumw2DUpliYfDHbhEgVbLIk+SGay6WKZp/Mjr4514jAJR4rNkktM8HmK2zZdakn6STLNlcXtWECkjFfBsLEo/SeLTVIpiUeKPkQ4eDuWwVtcplkSGqC626DqfJZPsDgaYNmECwyccy9gTpvBpdjY59/yebraNBjR73eTFE7wVi1OhyHSTJCa53LyfOf8C8E4iTjdRolyWyZdkLvT5+DyZxCeKjHa5mJdKoSJQJEks1zUu9vrwiyIDLZmDlklPWaHJsrjE6+OujnbGuVwYpE0us0SBGstmUSpJtWWxKT+PbN3gWN0gIAjMTyZZt3QZF3y1nMlmmjzZ9uKL5D3+GJ/Mm8/2hQs5MRbH9eEsloeC3GCll1HWut3UNjay4eprMFwu5k49mVtefbVrLtKFLvw/iq74ogs/NGKxGE+dcw6nbdtBTBR44qST+NXrr6EoCr9+7112bN/O3i1b8B46xIavvmLUpEnf6OOEs87i5eXL2TFnDjYC3vPOwxOJ8PJPr8V0uzj3nnso+AfJtH8F27bZsHYtc55+muJUCrlnL1JHLOg6joNUXUNrdQ1qRsLobEnmSZ+X7sEAye7dufqvf/nvTs4PgNNvuYW3ly/nhAOVVFoWYzL/j9g2uwrz+SSUgz5oICdfeilfzp3LiAkT/i1D9jETJ7KxVw+EA5Vs0XUqZJmZiThZosgJbg89ZBlMk3nz5/9bpMasW37Fj7ZsBSB1oJLb+/bl8hdfZMK0aUTb22nIz+fv+/ajmAZ1us6PfX5cosDKmIbmOLTbNm2BAL62ds5VPewxdU51H65KvcmfxcPRCBYCXmCZrpEvitwUOFwpvD8SZuQR1bT95LTnWIdtsUXX+ZHXx4xEnPGqix2GTti2WaBp9FZkQpkKgNO9Xtodm8kuN9Pj6Xnb1yiQJAYrLhakkpzt9tBXVVmaSnFPRzvX+bP4VBS5KXOPTXM8PBwJM0xR+TSVZJLLzQluNxt1nfMzc12PKDJWdbFe0+ijqryXiJMlFHDyyaN5+6qreDAQ5PNUEttx+ErTKBAl7gqm57EAb8Zj9FTSSTh5okTUsnguGmGyy81GQ+dir4+JbjeO4/BMNMIIj8pzsSg3ZAWwHIdZiQQ9FIW9psk+wyRsWcyIxRjjdvEzf/oe+jyZoLcskS1J1FkWGzSNMlnmGUGlbfxFFBgatctn4M2vwEwlCHQ0EvtqOurpv0AQZYTFryDX7CISKiI/K4fLdn/J6aLNF5KH53Yux9N9GDn9JxCr24u2o5GWzQtBFMnpP4F4w35yB00mVrOL2iVvgiAhqi7C+9ejtTdQnjEaV7xBtI56yk++Fkl1U79iJlqkBcnlJ9XRgDtUlDHaLsNMxTuvZ8vWxWT3GYe/tD9GvIP2XSvw5Jchq15CPUeiR9uoWvASii9IwYhTO7dLqNmk6itxlQ+n5su30aOtlJ90dWfyXPmUH3No3vOo2cU0bvic7D5jEQSReON+Qj2GEz20mdLjrgDSFR5VC1+m2/GXU7f0XYxEB7I/B1uL07RxLqm2Oiw9RXj/OhRfNr7i3uQPTUvHCYJIoPswks2HUEPFpNrqCPbOPCEEkf2zHyXYewyevDIcyyRev49po3vSLT+HNz5/AV30kNN/AqKsEqvZSenktFxU+54sqsQSPL3Gsb92BRPHjeKpl9+mvj2J07IYS0+R0gyyJ1yIRxRp3jifnAETQRRp2bwIx7Yotaro3/+HJ6a70IUu/P8X38tlTBCE78ys7kIX/lPUtXSg+Ht1flZDxbjtvUe1iZuHJ3CCIPLFpgOc8dvXyBfC/P03P6NH9/SC8uBB/Xli0GHDydOPrWLXZ7uw8/tjRZsZ3zOb/xSfzFvMzgNV2HVRLC1BwchpOIZ2VBvb0GnbsbyzpDRn3IXkHPycgrJelARV7rv9+xuW/+X1T0mUT0YlnTX+4zse4ot3n/3e/X2NFx+4nT8++SoxzWHU8G5cd8WFbN+xm3ufmU7EkCgPCDz1x1v/pbHWoUOH2Gfko2YmTnlDT6C4Zh4De5VhIDN/zU7cfdNyU+T1oap9Oy88cOu/HN8HH32CEDhc3iupblZvPlx2/8yrb7NR6I9UloUBvLN2E7POPJmSkpK0BFWyHTMRJrx/HY7joNXvJHvoVHqceQvNmxegtTdQMfU6rGSM6kUv4fMEKRg5jZYtiykccwaCINKw9lMExUXSEimekvbhsIwUhxa8TFa3vlQveR0QKBx1OLgSJQVLixPoMYxkYyXRmh00rv+M3EHHIcpK2mMj2kT5mb+i7qv3UHxBbMtEEGW0jibadq0gp/8EEi3ViLJKVtkgYvV78OSkM97c2UV4cktRA3kovhBte9eQVdI37fORKV8WRInCUacRrdlJsMdw4vX7UAL5FLRtpLn1ILmTLyFSuZmm9Z8hKm6MRJis7sOJ1e5G8WcTGHEq7+5Ywg1YHEolaNm8AEn1EKvcih5pJnfgZCTVgx7voHB0Ws90a7/xFE7/Ha/GoxRKMiWSRH6mUsMvgCyKzErE0z4aRyxWuQUBAxisqlSbBmUZ+ao9hsmJbg9xx+aBcAduoN2xGaKovBKN0F9VucDn51SPl/cSCX7s8/FkNMItmWDSchx+39GOKMDvgyF8osj78TgWh19+Og7DFJVnoxFGqCrHuNz0kGU+1VLojo0PmJGI00dW2Khr3Bc6/Pw41+vjpWiEe0IBDpkmr8ei9Fdd/DizEJG0bT5NpjMWA5JEh50O7KpNk3JZ5mJ/Fh2xSGcgKAgCqCo1lsXvgqG0FEPYZFYyQbtlUS1JDFRUhqoqVZaJ2djIsfPmsWHdOrxvvE7zgQPMEgXKE0lCkkx7YQHR2EHO9XqRBAGPkDawPMvt4cNkgmWpFJf4/OwzDOK2TcyxabIsFAGmudO/+WNcLt6Kx3g/GeexUA6iIPBWPAZAnabRblm4BJF7OjrwApNUFwWyzCpNY5CkUCJJdDgOxwsCVXUNDMjK4o+xKD1EkYGyQmE4jMvthgyZ10/TeeCeexh/6aX8Ip5IV8voBlnAcyOGky8K7Fm/nj87Ak2KwqJEginzFjD/gw845YIL/uUzpQtd6ML/XHTFF134oTDrqae4eMcuVEkiD0guWMj6lSsZPWECoiiyf8UKlL8+wkmJJBtfeY1t1/wExeej15AhjJsypbOfa/78Z/T770cQBDZ8+SU1N97EqfEEtuPw6vYd/GreXFT130tasiyLxy+/gsGLFjPWsdlgGJzr/ooPphzPk6pCr3CYZtvmZLeHPZZJk21TKEkUShIDLruUH/8LD4l/BU3TeOmXv0Teu49kbi4XPvJXulVUfK++iktLuXrOHL748EOkvXt5f/ESPMkk8REj+NurryDLMjMff5wtZ55N93icl3tUcM7rr9PjX1S6uFwuht/7ezb85c8sq2/gFcNk5BmnY61aTY9UOu6K2TZK/j/WcvxzuBsaD/8tCAyIJ1h93/2MP/VU3r/tdm4+VIWgqjyUTPATn5/umcSaX2UFeCoaIQFcd6iKGkni8cICoqrMwViC4ZmK8TrbZqLqwisITI/HGK6o7Mc+agwBUeCjVJKrM3PDZVqKGsvkN4EgbyfilMky+ZLEl6kkHyYTnOTycLbXy9xUsrMPO1MxXC7LXOL18kQ0wgOhbARB4PV4jFrLoq8s09eTvhcnu91sNjSWpZKEjphvS4KATxCoskxGqSrvxKN0l7NxSFfjfi1z1mRbbDBNvtQ0RqgKbfsP8Neb78QTLKZKC3cSIE2WjYnTOY8FwIFno1Gmetz0lGRmJwR2GWmz84XJBP1khc9SCfrLKnEcUo6DjcMHiTgOcJnPz+JUilxR5Hyvj/s6TBKOw6luL+8l4oiAZTv0z8wbPZJM1LbZaRiMlgTmzXoYafhUep11Kx171+LKLsabX46RCKO/9ydCWDQOmIxy0T0oBzcxdP9arlVEQORSDN5RXbgyCV6B8kG0bv8SLdKM6s+lZfuX6B2NJFuqEWWFglGnoQbyaF32Lr1aDjEi2ozvw/tYNPnHxFxeCsacmZZhAkomXULNktcoO/EawvvWUbfsXQTVheL2Y1sme2c9gpqVjSjK+EvT6xiKL4SoulF82Z3/k70BZG8APdpKw+qPcWUXkt13HG27VxEoHwKOg+IPIcgylq7h2G2E963DcWBgtyBTTxjD6nUbOOALYcY7iDccxJPbDTWQn672j7dj6SksQ6Nx1Ue4c0soP/lqapfNQC3qScGIU7Etg9plM1B8QXIGTESPtaU9ONzpe1zraCTZWkOs9n0KR50Ojo0WaUXxBZHcXvIGpZNUvQXdaZj7JCt7jsStVKCWJZH0JPH6vcTq9lJ+8jWdt1Woz1haty3Bk1dGq1zAvn37ePuDT/EMPgtvXtovtWHNx4iqG1FSKBh5Kh371pIzYCJ5isYkdTdaQYDzfvVXvJLFndecy6hhQ/6dx0gXutCF/+H4XqRGF7rwQ+PE8SOZ/8YKhOJBOI6DVbWWJ97881FteuXIbNRTSKobraMR25ePWDKMFsfhweff4cWH/rnm8vlnnEJedogvVm+k56BCLr/wsv9obMlkkkffW0rOmPMBMJJR2tZ+wA1nHcvcDctoFvIwWw7Q15egsaAfkpouERcSbdz8k4s4beoJ3+OMHI3atji+TAW3IAjURiw0TTtKhun7IDs7myd+fzS58Nun3qahIE1AbDV17n30eR6551ff2U9WVhaKlej8bFsGwwb24Q+33YDjOGy49vfEMt+lDe2sf97RP8AfCBBv2Eeg+xAEUSJas4uh+Ycz2po6Ykjuw1lymhqitq6ekpISThlRzkvzWonX7SVv6AmYqThGohp3UR8EQUAUZcqmpHV8ZW+AYN/xhPdvIFAxhNxBk2nZsphUex2CrOLJKSZsJvl6OVtS3LiycsgfdjIAbTuXU7/qQ8pPvBpBkqn58m0CFUOIHtqGt6A7pZMvI954gPpVH+Av6Y+lJwh0H07H/g2UTLyIxjUfpz1GJJlDc58h1d5AR2YC6ivsTrzhALLHd9S5MWJttO9eBbaN1t5Aom4vViqOkYyiZDRQtXAzkcrNGLE2FH8Osi+IbdVRPvw4qha8iK+4N7I3SPjABjz5FTRv/JxQn7Ekm6tItlTzYV53alMRVuX3JHVoAzmjzsbbrT+WliDYcwTh/RvI6nY4QFWKetHoCfCoW2F2IkHMtlmraZzv9ZFybJ6PRYmaJoYooDsOl/j8tNsWKzWNE1xuTna5eTCSLkuvtSzO9XgpkiXejMW52OtjsKpiOA53tLVRIktMyMgx+EWRYkki5TiEBJHPk0mSjoNXgN6KyjBF4aNkgvEuF1M9Hh6NRLjC76PVstlhGKiCwHi3m2rTJOZY7DAcrvVn0T0jFeU4Dr9qa6VYlqk6wjNkv2lQmNFjrpBlPELa7PvDRIKU4zBCVUnaDjt0nRuzAvTMBMuzEnF6SDIzEnHqLYuEbeMVRUzHoTqZ5JoMKbNK15no9jDJ5WKrobPDMPhbNIJbEBipqpzo8fDH9nYeE0QeufFGzjpwENWyOd7jZWkqxfjaOlokmREuF0nH4d1EnF6yQo4kERRELvb6WJxKkgX8pqMNAYGVWooe8uFqGa8o0mDZZIsi0xNxfILAuR5vp07z67EYV/p8NNs2b8djPBINc4zLTdK22W7ANf4ssgWBJakkF/p8bEylKBYEfpkxRz8JD4/F4wzIBKeLUyl+0tjM2zNnMvWI+73ANDnpFz9n79x53LVuA0KmyqeHLKNbFtHW1n/rmdKFLnShC1343w/LNJGO+OyybQzjsMxP3cwPOCuZAkFgZDLJi489zlWKyh5V4Z3rruXS3/yms+3XpMWOz+cyNZ6e64qCwNDde9i/fz8DBgz4xv7j8Tiv3XorSm0dVnkZP370Uea/9x4nf/EleZm5QI4osdU0KGhpoei8cznunRmd79avJJHVuk62phEb0I8H7rjjvz4nr991F6d8/CkeUcRxHN79+S+49ZOPv3d/OTk5nPfTnwLpeZJlWciZeZNlWdS//gbnaRrIMhdW1fDJX//KDS+99C/7nXT2WUw6+6yjpCU/e/VVPnzyKbypFB0jR/LLO379b40xUVaK3diIKAhEbBsbB28kgmmauFpaOvsfqqi4j5DHVASBuG3zu2AISRDoDejRGPuGDmXG8hVsjceQgC26zmBFYb2h0VuS0YS0zOZmXWeYqrJD19mhG1zi9fFwuAODtPdbb1lGEATO8Xh5NxGn0jAokWVeyc0nattMT8QplSQ+TyaokGRW6hpnZ6qEXaKI5jjcFW6nSJToISuMVV0s0lJHHXubbRNz0glFX1c779J1dhg6/WWFaT4/W/S0d8gQReW5aJTxLhettkVIlJjqd3NfOExHymJ9n2NQpt2Ef8kbPLd3JWVGinJJZL9pEJJEIrZNQBQxHIddZprAeDseI247lIsip3l9/C0SYarHi+bATz1u8jLz52eiETSHTqLEcRxabYtGy+LDRByTtFec4dhclGnzdDTCOi3FB7rE/FApfdxe7u+o4tdFA1H7Hks843FopmJkZ6roFW+QtrKBaLndCA5IKy24c0uRdnxx9E1zhOyq1tFAoGIwuQPTi/Cx2l3QrT/R+r0kK7dAIkxzay0lo05DKx/MV5FmxnzyCP2WT2d+t4GdcWInxPR1D/UZQ/veNbhDRRSOPh1RUkg0HaJ583xkX+Coe9/SkqRaawCwDY3G9XPIH3oiZipG+55VuPPLqJz/AoHuw8kfml5zMJNR6la8T8PqD1ED+RQfcx6CINB0YAOSCK8++RAX/ephtu3aS+7AifgKe1K16FW8Y3oR7DmC+tWz6H7q9YiSQqx2F1ULXkYJ5JHTZ2z6MCSF0smX0rRxHgA5/SfQuG4Oij8bI9aOHmlB8YXwl/TFNnVql81A9gXJG3IikYMbOk+HIAhY3lyy+qUr5bL7jkv7VQ6ZQqq9nkTDAQIVaeIh0XQQVzAd8xsNu7nlvnXEQ30oyBAaAN6inhjRVlyhInDS1d1mtIVLp47DME1mVpch5aVj5N8+NYPPXxzcVRHahS78L0AXqdGF/xE4fuIx/DYaY86KLcjY3P7MPeTm5h7V5vF7bubUy39Bqy4Sbmkid9SZQPqFmLS+W1LquGPHcdyx477X2FpaWohJwc4fi+LJ4thBFdx64zXcpGnU1tZSVFSE1+vltw8+wfQFbyD6cwkKcfr2/u8JDQC30d6ZAZFqq0OwTHRd/69JjX+Gdv3wuRRllZb4vyYg8vLyuGBUMa/MmYUpexhU6OL2u9Km6IIgcPXpY3nm0zXElByKzDruuOdn/9ZYzpo2lVdnLWTHxnmIskq20cijTzzd+f20SWNZ/OqXWIWDcRyHYr2SwYOuBOCun1/Dph13U5l/PACy24dWMBitowF3djG2bdK8ZRGCIGBn9GwDvUYRqdqKY2jYpoHsCaJ1NECwkEQ8SigzydRj7SSaq9GiLbiy8lD82eSPmMb+T55AdvtwhQoRBAnHMvBkJlu+wp4kmyrJ7juWQPchdOxdkzF5W4zsz6Fxw2dY8TBlJ/wEd6iQ1u1LiVRuRvYGSDRVkjPgWJo3zceTX0Gi+RCJpkMEvEEKx56DO7uQWN0ewgc2U7/8PYI9RmDqCTr2rEaQXTjNh1Bi7SSaq4ie8GOMRJjcQfmdhnm+kr5ULX4VT34FouIi1Hs0WkcDsaK+LJFlZE8WE3O6sS/UjXj9XvRYO47j4C3sQaRyM7mD0+c4sWMpQ1JRZtsGRbJMtWlxsc/HOl1ngKxwTzCbv0fCVEgyE1xuPkwkcAngF9LB1+epJANlmU2GgUeAt+MxTvN6EYV0FQekA82pHg9zM6XvX1d8RB0bBdhqGpzl9ZItijwTi3JTZvF8hMvFo5EwRZKEW4BXYzHO8XrxCAKXedNyVI7j8LtwB+d5PCxNJdkgShRIIsMUlZEuN1f4fPymo50xLhcmYDs2pfLh16iOwBluDztME7cgMDMR55ChUyTJnYQGwCjVxWORMPeHsjnX42VWIk6zbWM6DkNkhRfiMa7zZ7Hb0KmxLA6aJs22RcSyUEWRX2UFEDIB+sJkkhWGQW5jE3HHoUKWcRyHOtuiuySzM2OU5xEETnd7uLejgwpFZqzqYpiqggDzk0mGqC4StkO9abHFMBioKMiCwKJUkjM9HqZnMgEtx+Ei3+FnRK4kopGWP8gTJUKiyHjVRUiSqLdMpsdj1FgWUcvmlkAAtyDg/4esVl9uDk/EE5RqKfrIChWKQioW4w0tyVVuL5bjsKhvX26ZNIm98+Yfta3hOMytKGdYKsVLl1+B4fdx4f33k9eV7d2FLnShC/+fxZk33sjLc+dx0cFKko7D8gnH8OuJEzu/T+r6Ue0FXUdVXQw2TGbN/BDn7ru/sdil5ucRtW2yMovf9YEsxnzLu+blG2/izAULUQWB1IaNvGJZ5Awa1GlQDmmPgbhhk8rO5vLf/IaXNmxk3I6dNHjcVPm83NoeRhUElrW1s3XlSsae8N/FFEJ1NZ7M2AVBwFNb+1/1d1TfgtBJaACEw2H2NjbwQUpjjOqiXJaRrX8voenIPr/GaT/5CdaVV6LrOh6P5zu2OhpXvvA8j553Hrm7dqM4Dqe7Pczu1w9FUTB69iS1ew9uQWCiy8UzPi+3JJLIgsBz8Th9FeWoCgRXJMJZq9dS6vbwUjSCIwg8lKmWmJNIMDsR54W89P0wN5ngjfYYzabJ3cEQK3WdXweCWMAfw+34RBXbcfCLIvmiRFSyO30lssT0vLMgQ2pkCWmyICCKJG2b2YkED2bnELMt3o4nOCdTTd/m2HyWTDBKdTEvmeBMj5eZiTg3eH3MSSYQEcgWRSpkhUJJpsEwOMblptYymR6PkitKzE9ZXOcPkJeRvSqTJVqRECZfTtH85zjuwFqmebxkewKEbZsvUymu8PiYl0wgCSIpx6FIFIk5Dse7PJRLEjOTCRAEuskyl/j8fJhIdBIaAAMUhVWaxruJOEWiyDpdZ6eu80Aom0JZ5jyvjz+HO3g4HKZclrGBy31+ko7DzlSSC1or2eHO4krRjVbQEyyDbsddStuu5SQbK3EyMssApm0hZh1eXxAlmfW55XxVt42JsshGR8R2eWnZtoTcgZNp37Oa3MGHK7f83frTsnUxWCaa42C1N6L6c/CWDwZADuSzvXwoQys3UnrcZRya+zylx12OpLqpXvI6ge7DMBJhIpWbkdx+VH82opSOD7wFFcieII5t07ThM7wF3YnX7yPReIji8efRsO5TLC1J8bizOyWlHNtGAPRIC/lDT+ocp+zJQlK9BCqGInsDnb+lrJ4jeXL6i1iOwKO3XsbZd79AqNcoAALdh+Av6YNlpHAFCzrH5e/Wn2jtbvIGHUfH3nW4c9NZllpHI1pHE8nWWtw5JbiCBSCKiIqL8pOupmnD551yztl9xlC7bDqS6kr7aSQiKN4AbTu/wtIPVyRBOiGvbedy3BJYqTjNmxfgOA6JQ5sIFPfi4NbFuHNLiTkKtpH25lAy1TDxuj24goWYySj1X01HxsSI11AdHIRmSUju0s79tNs+IpEIwWA6kSwcDvOX595EsxzOOn4ckyeM/c5nSxe60IX/OegiNbrwPwZnTTuJs6ad9K3fP/biWyT7nkHA7SMANKyZndZjjDYyakDRf71/TdO466G/U91hEHLZPHT7deTn51FcXEyh3UxLZkHbaa/imBG9ufK2P9Ghi5RmiTx6z80ANEdT5E+6HEFIBw2/+9vrzPjbf1cuDvDwbddy40MvY/kKECSZKcN7fm/jzPmLv2Tbrn2cesIkBvbvi2maXH7TXVS3xelbkk2RV6Ey4/NgJMKoTuxf9mmaJpt2HsDdazwI4Db3HEW4XHruGZx63AQaGxvp2bPnv03GqKrKB889zMtvv49umFxz6T1HHfeEcaP5fSLJJ0s3oAg2t99/Mx6Ph0QiwV0PP82G7XvInjypczLrEQ36OnuprD6EHKkha9T5KL4QtqlTs+gllEAhydZaQEBSXRiJCGqwED3Siq+oD/XL38PUEqjBfHqdcyuNaz7B0uJokWZwoPzka3BlpQ0cqxa9iuw5+ho5lgmApHpwbAslK4dY7W4KRp5Odp8xtO1ajicnLbeVN2QKiaZKgj1HkGiuxIi1kTNocjr7xRvCMjQSTZUUjT0Lx7FJNOyn28QLcRyHhjWzySobRK+zb8PSUzSu+4T8EafQvmc1ij+bpk3zO70zALRwI6EeI/AV9iRWuwutvRHJ5cNIRCmZcD6Rg5uYNqmUP736Id5+U8jpN5765e9RNOEC9Gg7tZ/+jXFYmJVb+Is/HVxZjsOj0TCOA8WiyJDMQvZ9oWx+1tpCyjlMRDg4PBQJM0ZVqbZsAqLAiS4PGw2dSsMkWxBZkzHj3qbrHLDTVRx/joQ50e1hj2lwCIc/RsKc4faQkwnGiqTDeZqO42CSXtyPOw6TVBerNR2Lw9lQgiBQLkk8HY1yc1aAYS4Xewyd33S0kSdK/CUaplQUaTFNNGC3adBLsvAKAtWWSbEosck00n4VgkAfXeaQorDDMFitpRiXqSxZp2uMUl2dCyMX+/y8HovhFwV2mgbX+/z8OdxBk23xeHZupxzAw+EwF3g8rNA1ukkyK7QUp3u8rEgl2KcludiXxQfJBKUeL47j0GRbXOz181Y8xlBFYb2uUySLZAkCbZbF27EYGg79VJV+skKWILDF0Gk3bN6IxwiJEn0VGT8CUz1pk8s5yQQNpklRhjxptm3cgoDtOBw0TU50u0niUCwI9JQVfAi8FI/RU5FYrmksTCWx/T4aDIMiRaHJNEk0RwgLIm7H5myPl89SSXon4kxWXcxMxDEdaHG7eOP8C+jQUrwSCvKj9g5qHYc1vXsz8YrLyfvroxxrmliOw0sHD3Ln3LkIgsC7f32E8NKl6F4PU++5h76DB3/nM6fy4EGq9u5l6NixhEKhf9qmrq6ORCJBz549O/2cutCFLnShC/9zkJuby08/+ZjPXn4Fl9/HbT/9KdIRc4JGUWRxMslol4t1ukaHbX9Hb2lcdNttPLl1Gznr1xN3uai48QbyvsW0Wz10CDXz7nYLAvLBSk59+GFefPc9LjlYiQO8qGuERo0iWJDPB1ddhVJYSPKWmynLy8N16WWd20+Kxpg3ezZjpkzBNE2UI5Ik/hM45eUklq/Em6nUiP3AZrnb1q1j7axZqLm5VH32ObcKEorXx8xEnLVZfkZffPF/1b8kSXg8HlbOm8emF15EdBz6XHoJJ3yH9GRBURF/XrGCj194gaaVq/giO8SN998PwE///hSv33knYnUNVFTwwB//wJxXX6WloYGOl16mxDR5PxHnQq+PqG2zTHCYnFmMTwGnuz2d88fTvV4+SSaYlYgzUnVxqsdLynFolRWmJ2L8xB9AEgQkoExSGCgrvJOI4xXEdOWEomA6DnKmv1bb4v1EjOuzAvQHMzkQAAEAAElEQVSUFYapKn+OhAGHXwdCuAQBlyTjPmIKMtHl5t6ONlZpGkWiiOHAFJebRakkP84QJvOTCcYoKku0FBYqvRSZOtuiUJbJFyX8othJaDiOg0+QkHGw22rpH27AJaSJEYCAIOAXRVYZOqIgEBDSsqsGsMfQ2WVAoSSxTvawRg7g97twHJOQmDYI75mpCt6ga0gCnOvx0m7bTFBd3B/poPAIkmy46uISn59yWWatpvFiLMJo1cW9gSCO4/BaPMbpUop3Ns+n5tSfIylu8gZPweg1mvC7f0TN7UbccXB82cRqduEt6JH2uVg2AwSRe3pNoGLfavy+LISsPOLblmIlYriyi4lWbyen33gAIge3kGypwbEtskr6gihixNqPuuda2xuYl9sDZ9dKEEWaNnyObRmkOhoJCALxur34SvrSvHUpiu+w94ptmcQb9pNVNphI5VYc20ZSPXQ/7UZEScYVKuDgZ08jSId//4o3SP3y98gqG0j77pV4C3ukjbb3rCbUezRqMJ/Ioa34S/oCYCQieLr144P9Mm5lDbIoHTV22zIQZRUzGTtqXGkz8xBGrJ26FR8gCKBF2yk74SpqlryGr6gX/pJ+iB4frZsXASAqR8f6ij+Xpg2fI8oqhxa8BI6NK7sEf+lAYrW78XfrR6RqO46dNlvvW+CivmM3jREdZBUlrweu8uHkFvbtrN7oOLCRxo1zkV0+REXF160ficYDRKt3UDrlx0QObkIs6MFXSQ/F9Usw84uQfTkANFftYcHSlVxw5qkYhsGVv36IhsLJCKLEqte/4K+yxPixo775UOlCF7rwPw4/GKnR2trKm2++yS233PJDddmFLhyF2tYEsvuwBE9WMMhoZysjR/fgmsv+ey313/31Wb7SeiMF3VQ7Nrc88DRvP/F7ZFnm2d/fyEPPvYPmSBx7THcWrNrKwdAxCH6BBlPnd488x6P3/IoODQT18AwzrEts2baDxV+tYuzwIUw4Zsx3jODbceLxE3kzy8+cL1aSH8rihh9f8r36eeipl5m110YIlTLrsVn84fJJ3P+3V4j1Pg25yMfG9gbyG5ciVr9Pkx0ESWZLQTGz5izg3NNP/tZ+Z86ewy7XIFy+dKbE3oSX6TNnc+Ulh69LTk4OOTk5//GY3W43N11zxbd+P3XKJKZOOdrg8c6H/s5qewCaZz+N6z4l2GMEWqSFgmQNb73+EpZlccWdj3LAFwLSFSnenBKy+k4gVrub3IHp/tr3rKZ1xzI8vUaidTSQM3ASkaqtFAw/BYDiY86l5su3CJQNQuto6iQ0AEK9RhI+tI26FTPJ7jOWcOVmfMV90v3uXoU7pxvh/RuQPQEaVn+IICp4cks6S44dx8FIRki21iJICi2bFxKr24Ps9mGbBvlDTyDZdIiWbUuwUnHg8MK84g3gL0nvS1LdSKqH6KGt6OEm6lZ+SKBiKB17VpM/chqCIBA9tI1uk9LBZna/8TRt+Jxo7S5kT4BkSzXeol78+cVXCY69DDWT4SR7A+x/825Uy+Q0K8F9gsnrZgpI66lKgoAHkXcTcaa43Z3nRQTGulxcl6mgeCceR8DhZq8PdyaYezcRZ7CqMkxVmZGIs6NHdxg6jPfnzcOfSuBHYKBH4Vi3m2ejUfB58VgW17g8bDAOZ182mCZvxKJ4RJF22+Yij5ceioLjODwcCbM5laK3S+2Uf4rbNjYwSFUZliHecjKl/TdlpbPSXo5FyQW6yTLFskyHlQ48R6oq+02TM73eziB3iKqyXEtxayDIne1trNV0LAFOcrvZYRid+3UchxbbYrDbzfFuN09Gw/SSVXqidBIaACWSRJEk8Xk8wUFRpkKR8QoCv/aE2GcY/CHcQX9F4ffhMElsfpIJAM+XfFSbJgLw86x0APVopIMLPD4qFIV1usZXWooCMW24eGsgyKORMJf5/KjAH8IdXOFLP3tPc3v4KJmkMZmg1UpLObwRi7HN0LnE4+GAZbFK11CBEarKHtPk5/4sHg53UCQ7PJadQ71p8kI8jktIa2PfF8rmxViUWsvkdkWmyBNkQkeE7rLcKQH2t/XridoOPgE2WxZPduuGp7CQO19/jbkPPMixptl535XtP0BbWxsrZ8+m21NPMdFKL1a9e/0N/Hzxom/VP//4ueeIPfIoPaMx3igv45RXXqbfkKP1dl/97W9xzXgXv6bxwdix/GrG9H9bT70LXejCf46u+KIL/yk2fvUVq595FtFxGHj5ZUw8/fRvtOlTXEyvHTtZo2v0lRXqAc222etSyTn/3H8qSaIoCre9/RbxeByXy3VUZcI/Ipmfj7Nnb7oa2HFI5eeTnZ3NT2Z9yKd/fxpEgd/+8pd89swzDH3mOXIz877p4Q6unT6dnV4fRCIAaI7DgcpKnhwzBndKIzl2DL948cWjSJp/B/1OOIHn33yLCtMiYlukBI6SuflvsP7LL9l63fVMjcX4QksxUZJQMovW53u8vDPleCaccsp39rFv+3aWvvEmotfDhbffjs/n+0abqoMH2XXbrzmrPb2QvHz7DrZ1787g0aO/s+9JF17I1u7d6d6/f2e/Ho+H65988qh2l95yCy/cfAs/lkQWGw6TXC4+TCQwcHCKChEi6cXeU1xu9lhW2rgcaLFMxqkuuksynyYTWI5DtWXx+2CIZtum3jQ724ZEgXrbwiuI6DjojsNJLjevx2Oc5PZQa5ms1DRMB+YnkpziFZBwCNsW2aLEWl1jksuN7jhUmRb1pkmxLLNO0ximuJAFgcXJJEWyxTBFYVYsTpVlIiFQaejkSRIFksTlPh9ihmiZl0zSbNlUGgZ/Mk0GKAoxx+Esr4eAIHJo/vNUe/3kO07nPbNAS/HLrAAlsoydmVffkhXAK4q8G4/RYJq0SQqvehRa7Rj35PfmD5Fm/igIvBSLMNNKS0tlCQK7DYNnYhGKRIkO2yZhO9SaJt0y52yPaXBiJpYY43IxL5XkgowUlSAInOnxst0wuNmK8/O1H5FVNgC7cguF857ml+j4wod4RjP5YsjJuPzZVM57lpDipnekmegFv6Pi/T/wiGwzyzY4lJVDt7NvJVy5GRyHaNV2jGgrtmmQaNiPO68cNSsHSfXiL+tP3bIZNKz5GH9pf8LblxIcdQa53fphJKMkGg+SP+wkOvavI7v/RFq2L8HRU9jbNFxZIRJNldQsfRtXoABTi+Er6onWVoMayCOrW3+aNy8ke8CxiJKcVizodwy1y2YQ6j0axZ9N+MB6PPkVaZ8LPUnD6o/QOhpxZReR3TetUCEpbhpWz0LJyiVatZ3i8RfQsnsFz9fnEG08iK+1FnduNxzHpmbJG3iLepForqRhzWxcwcK0wkFOCXq8HSMVQZBdeLILcWV3o2r+CyCIWIZGtGYXsdodWLpOy9Yl6LH2dGwcKkCPtuLYBsnmatRgIao3RNmJV2GbBk0bPkP1Z1O38kO09npcgTwc06AqdyxtTSuRvCHUQC5auJnGdXPocdpNnb/XQPkgCuJ7CCejuIddjCBK6NFWbFNDlFXcuaXokWZcwYEUl/Wkdes8GsQCHFMnMHAKz89ezgVnnsrevXs5JJbh/rqip2gYn36x+r8iNWKxGHc89DSNcYc8D/z17hsJBALfu78udKEL347/itRwHIf58+fz8ssvM3v2bAKBQFfQ0YX/Y+hZHGT9wQ4kb9pAt0dQ5On7/z1N1X8HtR06ki/jhyGINCUPkxPlZaU8+8BhPdt3vtjeGQSIskpDJC1f1D3Xw4FoHNnlw7YMiDdxw98/w8wfyIytq/nx7gNcf9WPvtf4BFGgNZKkNZJk+47dDB0y8D/a3nEc5m+uRuyWzjYxioczfe4KGgwvoQxZ5M4uovaASkFRIfmZdgCffLX5O0mNlKYjSIcX9kRZJanH2bv/II++MhPDFjlpTD8uOe+M/2jM3wfxeJzlG3cTVloQZRf5w04i2XQIT24JvbzpMUqSRNDlHFWSrCUTCLV7CPYc2dlXqM9YzFSMvMFTaN+9kpati7G0JLZlImaytVQrjpWK4SvuTaqtHndOOvOtfe8aVH8ueUNPIFq9k1j1TvRIC63bv0T152AZSYqPvYC65e8jKS58xX2R3T7qls2gcOyZtO34CgSJls0LKZlwIa6JF9O0YS7BniNw55Sw/5Mn6D71OiRXujKiauHLmKk4stvXKQ/VWYEgSmT3G4+vuA+V81+kZPx5qME8WrYsxIiH+ZoQ+RqWkcKdU4qoqGnTuGgrju0l6whSUfZkIeV0w13Sl8XhBkoPrsVybFotk1xJps2yiDs2PSWJ+ckk/WWFkCjydCzKOZ7DxvODFIVNut5JaEBabzjmOIQy+ryJ6hrqbYef2Q69AyFsx+HBSJi7A0H8isxGj5vJ7WH+ridwsMlFoNa2UUWRK/1Z6fbhMD386QBbEASOdblwIZB0bJ6JRsiXZA6YBud6vHypa51j+VJLcUtWAFEQKJAkpnm8vBiNcLHLxaRM5cUT4Q7KJIVLvH4+P8LYsd22EQWBeckEbbbF8bKHFttmkKLSW1Z4LxGnzbKoz1Se5IgSs5IJVEHkSr+fmYk47Xbaz8J0HA5ZJjOAluwcmlpbiTg2N2bIod6KQrksU2uYmNj4EPg8lWKo6spUp9idvhUAKiIVikKNadJm2/wi08+iVJL7O9pJ4fBKLEqrbXONP4sFqSQ95LQUQ9yxyZVEcGCnZVCnJXksO5ffhDu4PxjCL4o0myaPRsJYwBu2TbYsc6zLhVsQ6KEojHGpiMBGXef1WBQLmObxUqHpvJ80Wa9rTHC5UASB5bpGXSpJmctDb1nmGNXFtqYmTg5HeOdn15M7aiRJ2+6U1WgOBgkGgzRt3MgI63D2bc+qaurr66nZs4eZf30Ed04O9776Ch6PB8dxqHz5Fc5PpkCWKaur55NHHqXf6691br93zx4Cb73DMRkCpf/KVbz/t79x2a9/uPdQF7rQha74ogvfH3U1Nay96Rec2dICwBebN5PbrRsDhg8/ql3ZtFPpWLWakzSNdsfBPOF4Vh1zDL2GDuWUI4zC4ZsL/0cutq/47DPWPPxn9Po66ouK+MOnnxIMBrn0yb/x9k0/x1tfT6K0G1c+8TgA+QUF/OS+P3Zun9q1m9wjqkUDVdX4/X5ybryez559jpxEgu39+1Gyey9nR6MAdMydz3uPP84lt9/+H52bfXPmcLOisshOARKBrdtpa2v7htzv98FHDz9MTlMjHwAuBJqhMxM/4TiU9uv/ndvv37mTBZdfwVlNzWiOw5MrV3H7Jx9/oypl/eLFjG9thcz7fkI0yqKFC7+T1Ni6di1Lr7+B0TW1LA0Fyb37bqb9+KpvbS/aFiDSV1HoKSudx/H6gAG8pxt4WlpJ9uxBdv9+TH/5FZRYjG1aiqu9fnaYZqfs6axEnPcSca70+dli6HycSBDIJNlcnDENB3jVtnkxHmOMojIzHqe7IuE4cJLbw/FuN0u0FAuSSR7LzkEUBNZqGn+LhGmybe7OCvBINIIAnObxcn7m3txh6LRYFk+nEkzz+TgzI1H1fiLO4kScUllhdjJJpWkwRFH5fSib5VqKrbpOxHboIUmMzMxxHcehKNlBS7SFnaLII5ZFqSSxWdeZmp2WAquxLE5wu/FmrsuPfH4eDHdwl8eNKAiUCgLXN+3loYJ+vFRVR4Eo02rpRB2bm7NCADwUCZOHiAMUSxLzMvPpRssCDlexWI6DJEC9bVGSicUOWSYFkoRfEOizby3SCzdyrB5hoqLSJzP37ecKslJLYLZUYSdj5BgpYpKMHmlheGsVSVnks7KhqIOOAyB3wEQOznoEf68RuENFZJUPomnzApJNVZjJCKLLgx5tQXT7CPUejW3qqHll+DNeg4onC09uKR0HNgKgt9fiL+hO+961dJt8Kb6C7hixdtp2r8I2Uqi+bHzd+hGt2k77vjUYiTDlU6+lYeWHZA84FscyiFbtQPZmIUgKzZsXIIgyWriR/Z8+juIJ4c4uomTij2hY/RF6vAPVF8LSEki+HGK1ezASEaq/eJOicefgL+pJsP9EDs17HsfU8BT0QFK9mMkY3vyKjHRVEH/5ICo/+zvRml30OOOX1C19p9MrJKf/MdSv/JDCkdNoWPsJpcdfheINcGjBS+QMnEjD2o/xFfUE0lLPFVOvBUGkaf1nmMkoii9EqM9YIpVbsVIxHNvGti3yhqSfwfGGfeQPn4ogSjiOw8FPniB8cFOnZJZZtZHnH7qbUMDPcZffhu7KwdISlBx7EQCRyi3kDJqEleigV/cQljMESz5csZ2KVWLbNjk5ObiMSOf/LT1FIO+/S1i646GnWScMQgwq1NgWtz3wNC/++e7/qs8udKEL/xzfi9SorKzklVde4bXXXqO2tpbLLruMOXPmMOUfJoFd6MIPiduv/zGxR59lZ91BvLLF7++67htt5i9ext9nLkKzJYaX+nn4t7d8IwPJcRyee+VN3vhoAaH8YsYP7snvbrmOfJ/IPlNHlFUcxyHXbeM4Di+/PZOdlfX0LS/kuisuQhAE1FQrlVsWIbv9ZHUfSrdQOqv7gTtu5PePPk91W5Jcr0h9dh7toSHpJeO8Pny8ag3Xf/s8+ltxsPIQtz/zMVpJWt9x29/e4537r6ek+D+T3fpmLpYDRvyocyMYcRTB4Ui7OUn47rL8i845nQ+W3E9jwQQQBAqaV3L+bbdz6Z2PE+42CUEW2LFoH9mBLzn1pOOIRqN4vd7/OMvsXyEcDnPqj28l6ikmf+Ak6lfNwjYNfCV9sDuqOHZQeWfbP936U679zSPsa9Fob2nEVdAjbb69dw35X0+m6vdjpeK07ViKv3QgOf0nYGpxqha+TO6gybjb9/Lkb37Goy+8w/7WGtp2r8Rb0B0j1oYRD1Nx8rUA5PQfj2ObBHuOoH3XCvKHH7ZA1qNt5A+dQlbZIAB8pf2pXz2bYPdhGLEwnvzSTqKkcPTpNKz5mFDv0Vh6spPQAAj1HkPD6o+wDA0z3kHVoldwh4pwbItA96EAKFk5OKaOkYjgCuSTP+xkmjcvQFQ8hA9tIVgxlHj9Pmxdx0rFSMbbcXv9uAr7EKncRNWCl8juN55gj+HULn0nLf9mGRiizPOlw5BdHr7auoiz7BiNts0lXh8fp5L8LhhiXipFlWmyWdfoIcmdXhT7TZM8UWC9pjHK5cJ0HPYaBie43HyZSrIslSTPMIjt20vvULrSRxQERqgqsxMJ9gswLZbgNJ8PtwC1lsV2y+SAaXBfINTZvqeSJlq+lqaqsWwmuF3sMwxO9XhZqKX4Yyi7s/0bsRgT3S72GgbOEfLNpuMQsW3GqofLqiM4nOROB27lksw78RgJx8EtCFzj8/NoNEyhIDI3GSdHkngsktYFbrctOmyLE1xuBikqc1JJQqLIRl3DcZy030YyQY1p0mRbiA7URaP0U2QuDIaYlUwcdf+LwC+CQfYaOlWmiX7D9Twy8wN8us5OQeWCZPpXbTgOHY7FLl2n2rYYf8SxhASRYaqLs7xe1mga78fj7DV0bMfhyUiYJsvkWLeHcS43K0gxyuUiS0xn7PWTZfxfEwuOzUDVxQVeL7tNkzrLpMqy6G/b+EWRatMiVxI53u3hk0Sc0S4Xx2QC6F+IIs+oNh8lE0Qkia3ZIX4hiPRSFNZqGvstk5idXmQKVFdz0cz3+f3ChZTs20/csmg3c+hob8ffsyfNwNeK59UFBSgrVvDFTT/nF24PluNw++DBPL5zJ4qiIJsGR0LKkBdfo6OlhbxUmvQA8IkieiRCF7rQhR8GXfFFF/5brFu8mIlNTZ2L3sd1hFn02WffIDVOueIKlgaDzF3yBb6yUu665ZZvyAkueOttdv79KZRUCuuY8dz4zNNHtUmlUqy7514ubGgEoH3vfu4YNZpHNm6gsLiYWz/84Kj+LMvi/SeeIFFbS+/jjmPy2WeTzM1hcTJJd0Wmp6wQKyxElmXO+8UvCF95JZFIhP6RCFUnTe08ppAgsPWzz2ibNRtEgbLLL+Osn/1rrzrT5eKNeIwzPF68Avy5rZXUH//Itffd961yi1+jo6OD2e++S88BA5g0efJR38ViMaJr1vIzT7pSdXEqycfJJKbPh98w2XLMWG762XXMnTkTWVGZcsbp35j/L33rLc5qagbAJQiM27SJbZs2Idk2q154EQeYeOMN9B89mu0+H8ck0wveO9wu+owcyXdh2WOPcU5DI8gypbE4H774InwHqTHxpz/lsy++oL7yEMeoLgRBYJuuEY0n+M28uQAYhsFfzzmXszUdFJVDus5qQ+NMz2HC6yyPl5mJBC/EomSLItWWSbkosc8wWKGlOEZNVxwkHYcekkxfVWGc241HEGiwIpyWISJO93ipN61OD7kxLheLUkkitoVO2pOizbEZc4S0rySInOH1sKIjxbQjPEjO8HjZYxhHES/Hud2s0TQ8gsD1WWmT6gcjYfoqKirwdCxK0rbJkSX8osTPswLojsMQVWVBMsnJHg8+QaDpiCQSw3FIOkfHjg4CuVqcn2aksFa3p7g7GMKXua/vCARZoaWo0Q3uDATTnpm2zUORMI2Wyd+iUQbKEocsi+t9WcxJJXEJAprtEBAFTvV4uSfczuPZObwdb6PBcfBlzsl8QWH2sZfhzkgrF/YajdBjOPG6PbRt+IwZp9/KnLo9JNvq+PosRqt3EOozmtCg40g2H6J1+1JSLTUUjjwVV3YRLVsX4y8dgDunG/UrP6BkwgXEqnceRYJq4UYsQ+uMxxzbwlvQHV9BdwAUfzaS6kILR7BtC6tyC6aeJLv3GEK900Rd4bizOTT/RWRfEMcy6HbsRSSaKvEX9SbUZwyO41C/6kMKRk0jcmAzeriJshOu4sAnf8Nf0o9ESxWKx48rWEC3iT9C9mTRsu1LwvvW4grmY5ka3U/5GZLixnEcDs19lkDPkSRbqrG0XSSaq8gqH4IrmE/Nopfx5FccdV0t2+TAp0/iye1G286v8JcOJFAxhPYdXyEpbhJNVYiqi6LRZ3QmEhaMPJW2HcvIHXw80aptuHNLKRw1DdvQqFr8amffoqx2biMIAq7sYsIHNqKFmzDa6/n7b37KgH59OHjwIP5eY7EUP+HKLTRvmoccrmFI7zKU1B76F/u4/YabeOeDT9n65UGE3B5YWowRhSqiKFJUVMSlx5Tx7so1GJKXPu4Ofn71Xdx05x/YV99BRUkBD99x/X+kOFEfsxFDmWQ6UaIh/q8lDrvQhS58P/zbpIamaXz44Ye89NJLrFixgmnTpvHYY49xySWXcNdddzFw4H+WNd6FLvynEEWR+35907d+H4/HefDtRaRK0xUGizvaeebVd7jp6suOanf3Q08yryGIa+TlHNizmsoNbbiffY0H77iBW//0FDUtJtmqw0O//ikPPvkiHx3yIGX1Y+nmZuqbn2PKMSMJKwXkDx2NHmlB3voB9818EUiXpj94188793XpbQ8ftW9BgMbGRqLR6H+kxz573mJSRaM6SYl4/gjmLPiCa6/81/q0NTU1LFy0hGMnHMNZY3vxzsY9OKEyvC3b+Mk1pzC6TzF/eWcGcqgUq62Sh39+EdGUwfOLNqP7igjF9nPjzRd+5z68Xi8znvgdL7z5HjgO1971Ow4ePEiTWtqZge/k9WbBirW8MmsBh1JevE6CWy6cwtnTTvyXx1BVXcOXy1czbPAAhg7+9mfN06+9S5OTQ35GPqpo7FnULnmd0yYO54Tjh3LxuYclCDbv2EOL5SGciNDt+CsP72vhK9R2NKIGchFlF97iXiQaDuAKppdGZZcPX2FPUs1VDM4TuOvVJbTUR7H1FOUnXYPiTQcKtV+9e9TE1jYNWrd+QaqtlvqVH5LddxzxxgO4c4pxhQ6TU4o3iG1otGxdgq+4V6eJOaRJp0RTJeGDG8kZMJlYzS78pf3TnhpNB5E8ASytjp5n/QpBEIg3HqB125edE9CG1bPJqhhM88Z5SO6074MnvwLb0Khb9i6t275EkGRCvceQ3Xs0iZZqar98C1uuouKka1B8IeL1+zjwyRMIkkLpcZd1aqYeWvgyhWPPJjn5Mj6f8zf+UruFOakUbkFAEgSyRQG/ovAzv5/dpsH94Q5UoNW0QBQolkyWp1K0OjbdJInHohGmuNwUyQq246QDJNtGFgRmJhKEbYtq08TGIQ68putki+mADKDRNJmdSnJupjy9n6zweDTCMFVFd2CoqrDPMFEEgZ2GwSHTYEEqyUkuN0NVlS+1JG/EYpzu8fJINMyN/gCtlsXsRILfBYIsTCURECiWJLwIrNY1RqguuskSKcdmq2F0Bm6a7RCUZa7weBmkquiOw5vxGOd4fDweCRMURd5LJLjC50MRBIYrKtPjMS71Z9FTlqk0TB4IZvNULILjCLgEAUUQGKwofJhIME5VWatrDFVVQqLIGJebdVackmVf0b1/P0594AFwufjNMeP5sqOdXEliouriuViUXFHEcWBqJujdqOv8NONbM8ntZpdhkALGu1y8Go8zUHGRAlbpGmd7fbyXiHORK20GH3Ocznt1m65zpT+diThCVdmXMKgQJWosC8k0kQQ4P3NtBsoyi7XDNKogCERzcwidPJWTzj6bvHvvpVci/f0Yl4u34zFyMkFOvLAQVVXpmUxxpsuNJAjYza18cP/9XPvEE7xQVQVr16J7vRxz55289dvfcovbg0sQQBD4aTzJ/A8+4IxLLkE64QTq3n2fEsdhld9P3wuPljUcOmoUjw8ZTMWOnSiCwJy8PE74LzXCu9CF/6+jK77owg+J3kOHssfrYUwqXXG5T5Ep/xYvpclnncXks876p9+1trZy6KGHOb+jI/3540+Y2b8/F91y81FtChubOj9nSxIDW1uZ/dxzXHb77d9IqnrmhhuZ8smnZIsiW2Z/zOs7d2KtWMEAVWWXZfF+dogbH3u0s30wU3WoaRpz+vZmyN79CILAKlmmeOcuzsm8B1f99VF2jR9P/6FDv/PcTLruOta+Mx2/KPJWPMbdWQHkmR/y3KZN3PDJJ52Guf+I3Tt38szxUzjPcaiybe4eM5qHPv+88/vNa9dyoax0Hu8Jbg/zbZuRixai6zrHVVTwtwsuZNrGTeiCwKOTJnLb9HeOIjbkjPGzJ9NHu8uFEomw67bbOb05XXUze8MGzvl4Nsqvb+Ojt95CsB3yzj2HqVOn8l34R4NyyTC+pWUa/YcNw3rjDT6edjozEglcgkBQFOjVs0dnmwUffcTJ69cTylQK3JwV4OFImJ6SzqjMQvp2w6CHLFOtmdyQ8Vr7MpVksiCyecrxfPTFl5xkO5i2wy5Lp7ciUyLJJGwb7Yj5FEDsCIIgZtv0V1RGqSpvxmPoDgg4bNV1hqgqm3QN2bF5OhqhhyzzaCRMP0XhHK+PmbEofY6QTeunKKzVNRosm/MyJIogCJzs9vD7cAcjVBW3IJAQ4JdZQf4ejbDD0BmoqAxWVN6KtbLZ0CmVJAzS1b7FosSMRJxq0+LhWJRf+fy0OA4vCCrntFaC28XsRBxREDjyyljAak1DQkAQBFKOw9uJOL8JhpCAV2JRpttQgsgSTcMCprhc1JgWX2gaL0QjnORyMyuZQBIEbs0K8NdEggKfl9Wim6ieINhjBM2bF3b6CsYbD1I65aq0TFzFUBKLX8Os3o63dCDR6u2UTEjHv96C7kQObcFbUNFplJ1ODFuIJ7cUyeWlcu6zOI6Dvmw6/m590doakFx+Es1VdDv2ImRPFo5tcWjBizi2RduOZen4rbEST14p+cOn0rZrRdoPo89YwpVbad+zEscyKRl/HmYqTtuOZQAkGg+QN+SEzuuV3XccqeZqcvqPp3nLQvzd+pFVPghJcaN4ssjuOw490tzp9Zg3+DiaNs4lb8gJZPcbT+vWJRRkJIn9pf2J1e6icMSpWEYKBJG8wccDkFUxmP0fPYYaKCDYcwTxhgPEDm0ju+8xCJKIt6AHTRs+I3fQZMpP/mmacFn5AVq4BT3e0bl/IxHBMnTiDQeIVu9ElFWaNs7FndMNb2FPkq11eHJL0MJNWHoKSXXj2BaWkULJykZ2+8kv78EZU6d0noPWTfPw9D6WUM8RtO1agZNVTGFuNs//+c7OZ9PlF56F1zOfr9Zvp6Q8xK9+dliF4+ZrL+cnP4qwZNkKvtq0l1HTLsPuNhJ3sB+7Nm4ics+jzHj6ge98dhyJPDfUZRQhHMcmz+3864260IUufC/826RGt27dGDhwIJdffjkzZ84kOzud0XrJJd9P278LXfih0dDQQETO4etiQcmXzaGGvUe1MU2Tr/a14ypLl0Fn9x1Hy5ZF7K1z4fP5eP6hu45qv/5AK1IonQEk+fPZWFlFc2QFdmk6e0IN5CEW9P3WMV16ylge+mAdRt4AxPaDeI12zvzNK5iyjz5yI68/eg/uI/wGvg29K8qwd1QhhdITKaL19OkxlIMHDyJJEuXl5f90u1femsFDM77CUz6UB2Y9x6Xjy3nqmols27mPk467ioryMj7/cjWF3coxDYNTTh6LrKjUHarj1mn9CAUDjB11Zufv/WusWb+RjxauwOeSue36q3C73fh8Pn51/U8625SUlOAzWrHoCYCV6GBn/UFaup+GKMkkgb+9v5gzT5nyneTOF1+t4t7XF5HI6Y/8xTyunrid6y7/5ySLbTs4jtVJJgiiREl5D57506+/oX380kdfoHcbh9K66Kj/y94sQn3G4c0/fE5btiw5iqAwUzFEWWVzs0NS76D7KT+jZevio4zBg92HYWyfg9hnClpbHbHKjVSc9gtEWaVj31o6Dmwgd+AkRFmlbsVMSo9PG8y3bluCmYpRcdI1yG4fzZsXEG/Yjzu7mMZ1c0i21FA46lTyhkwhfHAzLVsXk2qvx7YsrGSUUN9xneP0FfYkcnATLVsWYpsGHfvWUTTuHERRwrYt4vV7MRIRUm219D7/buq+moGkuLH1JI7j4M0rI6tsELLHj5LxH/EV9ybYcwSptrqjTOC8Bd1pXDeH0smXUjNoCn84tIUxjs1qLYWFg+nAzzOEQ39FZYBiMERWeC4W5a5AkEJJYo2msd3QmebxskLTGOly8WEizjEuNxNcLv4cDaMi8IusQKfJ9p3tbZzh9rDfMpGPmC8WyjJb4zFyUymaLIuVeoqQILLL0CmXFDbqOo7jsFrXuNKXxZ2BEPWmybvJBJNVF81W2gB7g65zrS+L2fE4i1JJXsnL54Bl0m4anO/1sccwiDsOr8aibHXp9JNVVukaSdvmgGmwLJUi4tjkIzFIVTEch1bLYr9hUChJ3BsM8VQ0whBV7fTP6K0ofJ5Mckd7GwLwC5+fp6IR6i2b8S4XzbZFzLYZqKgUiCJ3t3cwVE0HrF8jz4GJ+/ajCAJPnHMuE0SRC11ulpsG/WWZoCiRtG26qQqqIPB+Io4AVFtHVyeIAsgIzE+luMrnZ2jGP2KLrrNZ1/l6SaLDtrEdhzfiMbJFkap/WEQQgJV6ipjtsMOxucx9OHMwIEl8ldIYr7oolGXei8cZmIiza9ZH7CgpxvqH3+4eYHjfPryfl8fpDz5AKpXCr2k02hYbdZ3usoysaYiiyPWPpyU/ampq0l41kozlOGmGGTBwcGWewdc98gifDhnCtv0HGH7KVEZMnHjUfl0uFzd++AEf/OUvkNKYfOUV9B40iC50oQvfH13xRRd+SAwcPpydN/+SWW+/g2BbZJ1+Bld+C3HxXaivr6e8tRUyC++5gkC8pvqoNkVFRWzLy+XYpmYEQWCvYdBsWUSef55n35mOePxx/Oyxxzp90qTVqzpNloemNJ5+7XVuisZAkiiWJNplmb7/hJhwuVxc/tZbzL7/fmRNo9o0uW7Jl53fD47H2bF27b8kNQoKChACQVa3t3O2x9uZdPSjfQf49OWXuezWW//pds9eeRW3SzKiINAbaF2zlurqasrKygAorqhgpdtFdzP93m8xTYomjKd3794ATH/ySS7atBlP5lxOXrqMpXPnMuUIr5MLb/0Vj69cwcj1GwirCrGLLyG5aRNTm5o739dTG5tY/umnXHjDDfBvVKZ8jR7nnsu6jZsZnUhQCUjHTf7Wtts3bGDf1q2MPuEE/Oeew/iPP6HIcfg8P49jrr66s92S117jbNvh60mQAQTOOZt3Fi9mRTTtDeEVBXrLClPd7s55+XFuD09EI4w5fgrq1q2sqanlDLeHNYbGrHiCGfE4fTOm4Ws1jVGqylpdp8a0eDYaJmY76MAEl4spbg9RJ8F5Xi+PR8IsTaXYoGts0tPVtQNdLq7x+ZEFgbVaij90tNNh2wxzuTAcB0UQ8CMwK5UkbsMJLhehzDXabRr8PhgikLlfHw53MCOR4HK/n0bT4r1EnApJ4jSPj0GKwhdaiou9PrbraZmtIlGk1O0ibNvc19FBAoceCOyWRKZbJi2WxT3BEG/EY5zt8RK1bR6JhtEdhxGSzMORDgQErvX5O+/Tq/xZFCWTTPfm4FVU2nJL2Z/oYFBzJed6vfgFga2GgV+EIgHmS242nHgFDJxE/YqZ9GqrZeKaD3D0JCv0OInjr0I8gowDMPPKEHd/Qe2OL7CVwxJhAEYsjKQerpB3HAehNf1M0CMtuLOLyR9xCs2bF9GxfyPJ1hr6XvhbzGSkMz4URAlR9VL5+TOUnXg1sttHvLCSVEsNAFmlA7Atk5Ydy/CFm8jpPwGtvZFI1bbMc8QmUrUdUVY75aUAtI5GPLml6b/bGwkf2Ijs8qYJAY8PLdKMraeOGLuNIKSvraR6OiWkHdvC0pIEygcTrdmBbWjIWTk0b16IY1sY8Q5Kj7sUS0uy5/0HcIcKKR5/Hnq4CU9+BcmWKhR/DoHyNJEsCAJZ5YPQtn1J+67lmGWDEESJxnVzyBt6IuEDG45KCGzZuhg92krj2o9RA/ko/lzadixFkOQ0oeEN4skrS8t97U8/Az/4dB5//WAN2eMuIlazE9vIo/iYc2nZspgN7V5qa2spLU2fmzkLvuDpD5eSxEVFSzvJZBK///B13r5rL3+ZvQWreBiByT1pXPsJ2b1H484tZdPqGZ3tVqxZz1PT52I4EuP6FfLrGw6vf3yNv9x1Pbc9+AxNCcjzOPz1rhu+0aYLXejCD4N/m9SwLCu9SCgIP7hkTBe68EOgtLSUfKuJMGktS7ujhhHHdT+qjSiKiBxd/mebOoUBF/8MLtH6h882Es5RC9wtra3cdM8jPPrbn3+jfPuMqSfQu3s5S75aRXlxf34/M4VcOgwVOGBU8MQLb3LXL6/9l8d2xqknsWrL35mz5jMiHR0UZGdx/5PraM8ehOjYTCpxeOwPt30jK+yxd+aTOybt4eHNr2DGFzP54503M250WotyzrxFzKvzIlVMQAKmL/2IuXUe5OzuiHv3cPNJPb9BaKxcs547XlqIUTwcO6yx5bb7mf7U/d8gJnJzc/n56SN4Zc5ydEdieDcPeo/etImHHztJPKRSKbxeL9+GVz/5Er1kdPph5R7II9M/Ysm6ndx7wyUM6NfnqLbXXXYe81b9gZr1nxLsOQqjtZqfnTjkn5o52k6mgsS20KOtqFm5xBsOYLdXIXYUQ4bU0MJNTB5cxqZlr+MES0m11iD7sskecCztG+eQO3waAFnlg2nZupj8oSfiODau1h0oqovmvWuJVG4l2GMEopyeNIZ6j6F5yyIUXyiTeaJR+fmz4DikC7RBzvhX5A87maZN82lY9ymy20/ZCVcRr9uNFm0l1VqD1l6HI0qY8TB5Q09Aa6vrPEYzFSfVVocrWIgebaFo7FnYepJw7S6sZJSSiRfhyS3DMlJUzX+R8pOvRVL/f+z9ZYBcVdr1D/+Olle7d8fdE+JGCBASEibo4DrY4DrAzGADDD4wSLCB4EFjEEIIRIgTd+1Id9qturyOvh+qqCT489wz930/77/Xp+6qs3fts6vOOfva67rWchJvrqFy0XTc+R1S7fOPmTs9GsS2LPRoEMXtx7YtjFgIS4vRsOkrXPkdOXzZM4SWvUfnHUu41uvn42jkmD5sIFMU6akqFKSeKUMdDtZpCTxAzLbYoWnUWxYnuVy4BIE/+TJ4MxJOExoAXRUFlyjSCZmZsSjdlWSAsiYRZ5LTydexGIYg8FBGFm5R5JNIBN0yKZMVorZNgSjjEwVmRqNkiAJx0+LNSIgHMzL5NBZNGxFe5PPRYFts1jT2mQYXpfSQ+6sqO3WNLorChanXxjoc3NfaQqtlc4bbwyWCl3sCAR4NtNBkJ00hR6oqU1LeIvdkZPKP0BEZI922yZclsiSRGsNgha7RatskbJPTXC6+jMd4PhTCIUBCVckaNICMHTuZH4sy0elir6Gz09DJ0kUOGQYn6TrDHQ6QJPp4/dynJxio69zg97M0kWDcUcTq6nicOdEIk11utmgaGxMJ+ngVuigKvY7Stu6mKLwRDpEvicyKRigQBHbbFk6SWYQ+4NNIhNPdSfPGNYkEoxwOOskK9aEgWzSdExxJH4yViTjNlsHr4RA2yWy9MU4XfxIEqp9/kWleDw4BBhoGaxIaZykqm30+7pg9K31tby8rI1rfwMkuF1t1jaYUqWLbNi9cey35X36FIAjkDx/K03v3co0todk2M8pKeDq14SUIAqdddtmP7hVHw+/3c/nDD//iMW1oQxt+O9riizb8u3HWTTfBTTf9l/ro3LkzX3bpRK/9BxEEgY0uJ11/IIMmSRJTnn+Oe6ecRi9BwLBtihSF02MJiDVQ8/GnfNanD7/7wx8QBAHtKBkg27aJ/0ATVjEMLMv6yUSf4rIy/vjqqwBsW7eOVes3MDKUNK1enZP9myTacnNzSZxxOg1vTqejZaUJm4Rts37hQlweD2dcffWPYgnV0NPSR5ptU65pzDxlInZONkPuvptRkyez/qab+PRfryNGwtQMOI7J113HG089Rbi8nKodO8kxDHqnkiIUIKhpx3yG0+nkzlmz2LVzJz38ftq3b8+SefM4KMt0ST3P9ysyZT2SSWm7Nm1i/l1342xsItalM1f96zV8Ph8/hZPPP58nl37Lik8+ocQw0VatpqaqiqKSkmOOm/n88wjP/pMe0Rif52az3+WixjRoVhROuOZq+g4Zkj62s22zOJFAFAScgsB02+LJf/2L+W+/za67/8w+PcEw0cHcaIQOiky/lMxns2nSZBocWLiQxo6duC7QSrYkM8DhYI+u8UYoyAhVZU4sxlotweJEjMkOF1mSyIaExr2ZmbSTFfbpOp9GI6iCwH5No1zX6agobE9oeESRUlmivSSlfSiGOJzs1nVqLIuxisqn0QgKAnsMHZctMMKp8mokTGdZRgeaTCtNaABEbJvussyqVIVEwrKYFU+QJYtkiCIHdIO1iQRfxqIUyjIuQSBTEAiZFjo2pZJMR0Vmh6YjC1AiS3wajXKJ28OCWIz1us79GVk0mSYvh0M86s9ig64R50i2kmbbyAI0qh5WTLkJZ04ptmWyfM7TnNu0hw+jEUaoKlsNkVotQUtRD4RUhYGaiHDr/pUcJwCywKhdS7jTm008FiF4aCv+9n1TcUwcoakOX1YpUo+RNO1YRkanQYSrduEt7ooRDxOt3oMjpxTXyo/46+5lPFWzl4wxF6K1NlC/6SswDQoGnoKRiLJ/ztM4s4qO8XAUAHdh53Sc58nvQKxuPwDBim34ynoTPLCR0nEXJ6/Fdn2oWfUpRSPOAqB65acgCIRrZuMp6oIeasY2dXxlvWjctoSsbsMJHtyEHgkiOd1ooSZCFTtxZOYjKk6cOSU0bvmawmFnpOc2XL0b2zKwLRNHdjGBvd/hyikho+sQGjcupOT4C5NyUb3GpKWPI1W7KRxxZvp+Ub/xS1R/LoF969PxIUC0tpzS4y9EdnpJtNTQuP1bnLntyOw8CCMaSB8HoPrzCFXvxVfaHVsQcGeX4ilKkqOWqVP5zZtk9xxNpO4AZvUeZn72Jf/6fBW0G4sTcGYX07DpK9wFHRFEEdHSUVP3HcuyeHrG10TLkmoO5abOw8+/wWP3HHlWfLZ4NWZRfwBEScbXrjfx5mpcuWU45eR5RiIR/vrKHKKlowCo2FND8SdzufDsY8nzrKws3njyL7ShDW34z+M3kxo1NTV8+umnvP7669x8881MmjSJiy666EcLnza04X8KDoeDf9x2MU+9OYuEJTKiX/ExxtRbt22noqqGyQPL+HDzNsgoJrR7OUNKnPzpj5dQV1dHXl7eMcHEbRdP4c/TPqVJyiHbbOaK804gJ9PPjpdm0ezvSay5Ghw+tjkHcfvfp/H6E3/+0bh6dOtCj25d2LJlK4ZSnr7oJMVJMBpn1ufzkSWJUyec+IsB/T3XX87qXX/H0ftUbKC2ahfoJr52ffi2uZJvlizjpBN+kH0kJRfRTTu+xTI0TEvg5bc/4tpLkgZa+w5WIPqP8uVQPchZycwrK7cbc1duoiUYYsfBOkpzvdx+7WXM/mYVetEAAETFwV49j4qKCjp06PCjMZ9/xmTOP2NymgR69+O5rP/2EGJ2eyxDo5DmX5Xgsu0fmFirXg5kDOOuZ95m7ssPHXu6ksjo/l3YvHUnnRx7uOVvf0hnih2NtRs201B1kKjPQW7/k6nfMB893IyvXR96DxrJeSf045U5CwhGNbTmw2zUIsSdeYihJlwFHRFsG/+BBXjcBgc3fY0rt4Ss7iNQ/flUffEMHcuKsaMB6vQyLDOArDowUxkywUPbSARqCZRvwIyHSQQb0MPNeMt6I1gGhcNOJ1y9h0D5BjI7D8K2LSwtjr+sF2YiSqR2H62HdxFrPEyHU65BVBzUfjcX2zRItDbgyC6mYvGbOLw5xAN1KJ5sYs1Vx5iKi6oLd357ggc2IcpOHBl5uPLaI6nJze1QxVZKxlyApDrJ6TOOA/Oep279PFy57YjU7EX152FbFocWvoavpAeWHsdIRLAFEVl14S1Okk2RiddxoLYczBC9FIW5sShjHA52aDo+QeCtaITMH3z/DZbJc+EQh3WNr2Mx/ILAwliU37k9uEUxWU1gGCxNxHEhJOWRbBu3KDJWdfBYsJUyWWKbptFVUWm2LU53edLmhWd7PMyMRhmdqhRYmojTZCXL7qvNpARWV+VI5tbRBGZ7WWazFmeHaWKTDEzyRAnnD0roBUEgV5QZoBwxJg9bJse73UxyuakxDP4VCaePVwSBqGXxSiiETxSoN02u9PqYEYlwjstNh9SC/NlgK/+KhLjK62e80+ap1gADbJu++w+yVBCpM0xmx2KsSsS51eenSJZZnUhQdtR9JUsUyfNncEUiuaHQZNl8l0gw1JH0FzGwaS/JzIvH6CjJnOJy01NRKbEsFsRjTE4RMR9EwhzWdQYqHnIkiXfCYYplGVUQCVgmNgItlsXz4SDtRDlldg6lkohfkrjV7+eLWAwb2Kol6KGoGNgoCPSQFU5wOlmVSFBrmnSKRbEcDj6LxznH7SFbkjB27OTgwYPp67tjXh6/S5GjQ1UHhzdvTpoNf/opQz//gtLU+ZcsW0H9P55mWXk5ecXFPH3FFW0bqW1ow/8g2uKLNvxvhMvl4pw33+SzR/6OoiUomzSJ0anKgoUzZnDoywXoTgdxSeIBt4cVmsYeQ6O/fIT8L7Jttu7fn/6/z8038/nfH6WssYklsoRpWXxhmpwqSVQLAvaJJ/5kEs4P0WfwYOoe+hufvf8+tijS78oradep0286r6uefILvpv6Ot2+5ld9XVqIi8I6W4I7NWwls3ca0LVu5/sUXjmkz5JprmPPXe5nqcPJpJML1Xh+e1iC0Bvnk/gcYOmEC59x+G/pNN6LrOm/fcw/aVVdzOBLmco8XURD4QABF1ymRJL46bhC3H1Wl8T1kWaZP377p/8dNnsz0i1awY+5n2IKAPGUK8bfeZtP9D7Bj/34uMUyKJAm9poZ377qLP06b9pPnHI/H8S5fzgUOJzjA3n+AuY8+yjUvHHue1e+9xxnxBIgiU5oDRCKHOdfjBcvmo7ffwf7jH9P3JbOsjPPdm9ms6yRsC8vtomLfPuq2bKEImzxZoaeqMtLp5PlgK6+GQ/gFka26xv3+TBbt3k3uhRfi37wFgBrT5LtEgrAg8mI4xB2+DDooCocNnX9Go0iSxCBRpF3q99VFUZgTixIyTb4Fns3OQU4RazOiEc51e5h1VDJR3LZxiiKdBJFPY0nDcqcg0GCZPODP5MtEnC6ywghVpdo0SFg2AdMkU5Io1zVqTRMdOy0b+mY4xAUeD+0VhdfCIS7yepkZjXBHRiYuQWBRLIZPFJji9nBA19mga3SWFbrLMn1TBM8hXWeNrrHd0Lk3IwNJECiQJM52e2iyLEaqDqZHwox3OFEFgXnxGFW6gVXox/l9VUJDJaY7kwf3NeMSRVaJKu0EAdMyqYhH0/4Ybtuid3rlDr0kEaW5GtntJ7RxLk3bl2BpCVRvJl5bhH4n4SnshOrNInRoK827VtJ56m3Yto3+zp3EMotxyTKa001fPUp5STdqK7ahx0KUjrsISUnGU+GqnuT1P5mKb6YjCCKGFgPLQvEckXqzbZtQ5Q4idQfwt+tLa/k6FG/WMc9A2X3k+KIRZ1L59b9wF3RCDweIN9egRZsRt7rI6jYM1ZeDu7ATTdsWk9t3PMGK7diGhr9DP+ItNSRaG9DCAZq2LkLxZWPGI8ieLBJV27FVNxkd+pPX7wQKWjYT2TGLohGXJKtELANRPZIEJTrdx4zRMjSCBzbT/uSrqFv3ObLTg5mIkWhtoGBwcj/GmV2MbZmIkkz9pq8wE1FCh3fiK+2JbduEq/eAaRJvqUWPBDGjQUTViezwUL3yYwwtzoH50/C364WnoA/3vJlUNygqTQ8DQZJp2Pw1TpeHk7p6yM9PJubFYjGiHDV+SSEYPzbR1edSsVoTaSUCLdSEr6QHgc1f8vQtlyV/t4cO0SQX8D1FLfqL2LpvH21oQxv+5/CbSQ2n08mFF17IhRdeSHl5OdOnT+emm27CMAweeeQRLrvsMsaPH9+2OdCG/1H07tWd6U/c/aPX//7cv5i5I4LpysHYu5Yyl4YR2ceQXsWMPq4Pp93yFDHJR7HUwuuP3E5OTg4AQwYN4PMXe1JTU8O0d2dy//ursAWRgdkKsfKlmEVDcaVMmOuiv6yV2LNnD9TDT9BQux9sizyfk/VCiC/rssE2+WD+A7z9zAM/ew3t2bOXfTUtyIFF2KZBdu+xtOxaiY/eCK5M6hqaftRmYDs/KzZ9hbe4G+6UKdn0lTsZMWAb/fv1YerEE5n58FtpA3JBS260GrEQgX1raajZzo6wD0d+D1ZVhKh96Bn8XjdWREeUkgtrxQj/bHbU9zhay1IQP+OTr5awvbySePuB/O6Gh3nmtovp3av7T7Y9+4RBPDZ3M2Zeb2L1B9PVDk0JGcMw0gFgKBTiwj89SUvxWOjaA/3wMjIyMn/UX21tHXdOm028xxnEd6+iYf4LiLZF3sjf49RamNAvl4++XktVQ4DCIafhARq3LabsuGQAFqnZh6nF0VobMNuPpSSnI1q4mYqvXkPWgqg5ZTR4exCLH6Jw8KnJ+UxEqF37GZWL3yKj82Dy+p9Eds9RNGxaSG7fE2ktX4epRcntNRbbtlF9ORjRIPvnPYe7oDNyqtw2dGgLDn8uvsLOqL5cLEMj2nCI3L4n0LB1MYHdKxFVD7l9jk8bzMVbaqlc/Faa0DD1OLGGg2itdYiyg8olb+Mp6IgWaj4ySaKUJjgEQcRT1BUEAUGUKRg8BVFWiTVWEa0/iBZqwrItVHcGcsV23O2OluMRaBVEQpZFb0VFsW1uaW4mRxSQBQEJgWGqgy9jUbrICgviUXIEkSxBJEN10EdV6a6ozIpGeDHYiiyItJck3omEucufDIBOdbv5c6CFPopC3La50usjT5LAA9NCQc5weYgcpU2s2zbWUZlfLlFkTMqgujhlYJ6VCnqGqg5ej4S50ONlu5Zgg5ags6xwnCJzTiqwW52IsymRwCNJaSPyXbrGbkPjw2gERRBoNk0yJIlJKUKgSJbpISusScQZqjpYmUgw1uHkRJcLw7Z5PxJmVSIB2FTbFisiYS5we2gnK+SLIvcFWiiWJHIlKU0yXCzLPBRqZbziJGJZFKbuI/0VhXciYa70+tIG6HLQBH8yQBrndHJfoIW3wkHyJBmPIFImywxIEaIeQWBWLMKlHh+ttsULoSCHDYMW0+SV3KTPTNiy6KYqXJyqVAmYJs8Eg0xwuxiVmtuEbfNmOMQXsTh66vs4w+1OylZhUyCKtFo2i0WI6CZCNIqIjWXDYdOkJRrDEGxeD4e42OujISuLUUcZ9ok/2AAVUp/RXFNDV9tmtaZRZRrEbRvf/v3cdP/9P7o3tKENbfjvR1t80Yb/rWjfpQt/nP7GMa8tnT0b7a/3MSkex7JtHkvEWWTZTHC7GWSpfByP0TG1Ll3rcdP7xJPSbU86/3wGT5rEM9f+kSuWfosvHGW3afJwdiajrr2WgQMGEAwG8fv9/BpOPOccTjzniBTr3m3bWPLCCwg2jLzmanr9gnl2cWkp3U2TFstCt2yKLYuYbZNvC4jffotpmsdcb+dcey2f+/08/dLLxGtr8URj6ffyWwIEAgHy8vJQFIXW1la8874grmuc5HSln83nKSrP9O3N4MlTuO3qq9LZ07+Gy//+d/QHH0QQBF67+RamfLUQhyAwxbZ5Jx7jEo8XRRCQU74bPwVd13FpR3w0BEFA0n7sqyFYx8Zx0lHrCnc4jGma6Zjjsn/8gxu/WYS7thbNhusUhc9vvwN/QQEhG85wHdnw/YPXx0uhIHssk3aySsC2CXm9nH/lH/jHc89xniCyOBHnQo+X84FXwiE6pJJiSmWFdgjc4PHyYSx6zPhKZJmgIBK37XRFhiwIeAQRVRBoJyu8EgqSLYrsNgxOcblZH48xwOFgQiqxp9YwWK1rdJMVZkYigM0AVcVpGDwcDNBHUWm2LCa6XIw7SjZ0vNNFrWnwdTzGrT4/kiBQKMlHPFFsi/GO5Dq5o6KwQdOoNY30mjB5bjLvBCPYNhyd3uQSBBpMk3ayzGVuD3cFWuiqKOSJEtUCFIabiBkaGd+8zp8OrCXTNlkgSXzecTCuiddRHgvRa8E0uu5bQ/nmr5D6nICQU8qbO+Jc606ew/uxGKEDGzjuxBPZKnbAiMQoGXsRqjcL27aoWvZBktTw5wICDVu+SW7AV+7APeVWvNklaMAb6z/Ht3s1h799n3hTdbI6QD6i/iAIAi17VlEweArOrEJa9qzB1GI4s4qo37gA1Z9Hy55VeMt6kdVlCM27ViE5vYiRFiI1+/AUdUGLBIg1HU73Ga7ajae0Bzk9kxUH9Ru+JCt7BKKsovqS+xeWnkhXhmDbOLOLEUQJV04prpxSmncuJ1K7DzddkscKyQr6khMuSxMyTbLMkKJ9rIs0IzncZHQcSP26eeQPnoJtmcTqDxCtO4i7oAN6NEiociddzrgTQRApHXsBjTuWE63fiK3Hady+hNze42g9sImMjv3T8lTNu1dT+91c4s3V2KZBbu/jibfUoEdDePJFJKcXIxIgeHArCCKCbZHXbzx6qIlEuBVvaQ+idfuJt9TgzCoieGg7gfL15HUdxMRuTv5+943pefN4PLRzxTloGoiSjNVSQbeefhYt+ZaB/fuSlZXFrVdfzOY7HmKfloOkR+jlaqZ/UQvnXX1dWh2irKyMbLOBGKkKklA9HTpmUVtbS0FBQVtCRhva8D+A30xqHI3OnTvz8MMP87e//Y0FCxbw+uuvM2XKFLxeL01NP95YbUMb/idgmiaPv/gGB2tbWbJ2K1kjzkMWRNRBZ7JtzSwc/mwC6iCWvDWHrCFnIQI1lsnDL7zNM/ffmu7H4XBwsKKKb2o9KGW9EYD1oUZylMMY2cVAUpsy3/XT4/ge73w8F7vTOPKySrFMg/jqNzAHX4Sa2mzeGRKZO/8rzpgy6Sfbz/lmOdndR6Bm5GMZGrXfzU1mPNgW2Y3rmXLKj8mcd158nFPOuYxAyigawMwoY8uO3fTv14cO7dvx9PVTeWvWN9jYlEwYwKyNa2ioqaJw2FToM466tZ+T6y9AdvrYURfjkzuu5dur7qbe0xUt2IQ7uJ9wJJomgn4NF551GjO+Xk/2qIsBCAJPvTmT6U/c85PH/27SSZQU5XPfEy9SLrQjJ7Xxn+80jslomz3vKxpzhxA5uBk9EiDg9DFj1jxuuvrSY/pbtGwV4ezeWOFmjGgr7SbdALaFvW025548jJmL11KteRFlFcnhJlKzD19Zb2INFYQqtyMqDqL1BxEzMvDmJE0DVW82jpwSPIVj8ZX2pHbt58iOIxqdssODrSUQnR78qU1/SXWheDJRfdk4MgtJhJqpXvFR8vvsMYpobTmOjHxk1Unr/o2YWpSCIaelF6nVyz+kZe9avMVdCexbS7R2Hx0m3UCs/iDugiNmhs6sQmygZfdqsroPp3HT1xQOnYooqxiJCNH6gxQNP5PGHcupXv4hjuwiojX7sHqPRZQUbNsm1nQYSXGS1/9kxJQpouLLTJZMN1XiLuxK4eBTEQ5tptP6uewp6oroyUT49l1iNXu5V5LoLCvEsHk1K5uXo2FGOZy8EQyyz9DRTIu3wmF6yAqdVIV606REltMB1HU+P88GWznT7WZOLEJHWU4Hmy5BoFCSaLVhiKKSJ0mYts2cWJSduk6xKLHfNJCBAlHi01iUjrLMIcNgXcr74mg4BIGdhs6uYCuRlEH5A4EWAG71+XktEuYG3xG5tOEOJ2+GwwyXZZ4PBYnbNg2myeVeHyMcDubHY8iCQMy2jqn6CNoWK+Ian8WixC2b+zOzmBmNYmPTaJr0lWVOTnmQ5Ig6q7QEUduiWFbIEkWu9fl54SjJKoCybt1ZOHwYe1eu5NHy/XQTk4TSXt3gvtYAhm1zmdfH2mArn0TCjHG6aDFNhqsqW/Rk8Hyu28ObkTBnutyIAixKxBmiqDwdbKW9LDPC4UBTVN6LhHkpFGS4w0GWKB1jPJkpSdTbJv6jFvYOQeCQaeBA4NyUR0ipJKEIAqe73KzSEqiCzQOqk2/tBMsTMaa6PAx3ODjTtnknGuEct4dl8RgPhoJ0KCwg+uSTVK1bT35rK61OJx973IwPhvjKthBHjkQQBE4691yenPYSQ+sbOMvtwbZt3vt8HtE77vhF2bs2tKEN//1oiy/a8L8d5YsXc0o8WXkrCgLjBYHVpsbOYCsjPV7Mk09irtOJYph0PON0ho4/VhYqMzOTkngsLaPZXVXpbFqYL72E3tzCW+3bc9Krr9BzwIDfPKa6mhq+vPQyzqytA+Cz79bgmzmTso4df/L4xR9+yOl19YipjPkelsp6LcF4pwtdVX+ygnrKBRcw5YILmDd9OvseeJAuholl2xzq2IHc3Nz0cbZtI9g2WaJIjWnSPrU2CNg2Q049lXNvvOE3n9f3UFIb/FJ1NY7UukIQBLypv5tsG7VXz59t7/P5aBk1kpYFX5ElCCzOzKD/+ef96LjM353G7n+9QTdNY6GqIDqSxEvMsgj16X1MzLF/+3YGRCKclZFJ0LL4OBoht6GBwnN/z74FC9hr6HRTku136joJ4G+Z2bgEgZe1BAOvupKCwkKy8vJ49dAh/uzPSJItkD6v9PhFgY9jUXrICg8FWmgny9RZFsNVByc7nPy9NYBp20iCgGnbBK1k7fAgVWVOJMzHeZ1QTryC5QKEF73J65E6WiyLkGVRIkmEtQQnOZwsl0VGO5zkSxKdZIVyw6CdLDNFUdmia1QZBiWpOdiha/RTVSpNM01IJGybhG3jEIR08sr3OGgamLrFVoePO1O1za9KLpwemGxqPBMOcYvXR6tlMTsWQbJhtZag2jTppSocpzpYGk8gAOMSQd57+y7uTjQzTFEAkXayn2UFHbFcPnD52Db2Yk76+H7qv32X+MYFdG4+TKtt8tdAHI+scqCoO6onm42hDPJHnoK1dRGqNyv12xJRPVk0bFmEbBokwk10nHor+z9/Dkl1kznliFxRrMMA9u3fTEZWMa7sEpr3rqFq+QeUjD4P29RJBOpxZBbgzEqqImR1G0b9hi/xlnTHXdgJPdxC6HAmeSnT7/yBE2jYvJCS0edRueRt6tZ9jqlrqJkFVCz8F7YgYGpxOp16fXoMnuJuBPZ+h2UkiNSW4yvrTcOmBbQ78XKCBzcTqTtIw+aFdDj1eiRZpX7Dl8ieTJScUnzteuPMKqLi6zeQnMcmKNqym7lrD6J6Q7hyKhBlJ0YiRsXX/8KV1x7btok2VhKt3w8ISKo77dMBICsOREWhT6mfmlgThxa8imXqdJh0XfoYf/s+BA9sIrfvCem2scbDxBoP4ivrQ936z8noNAgtWE/J6HORnF6qV36EqDhpPbiZrO7DMbUYDZsXYiaiOLKKyOg4EG+3Uaw5tJ41363FME0K8nKJRmO88vDtPDrtbUIJC9Ed4qMNCm/ulPC/tRCf2YrhzsGtRfnHZRPp27fPjyS4IXk/ue+yibz40dfotogYqeOdpdm8vqKaLo4A05/662/yS21DG9rw78P/FanxPURRZNKkSUyaNInGxkbefvvtf9e42vD/MJavWk19YzMTThh7jPnSfzfu+vtzLA2XITnb4e1XSuOWReT1PwlBEJBVF2YiCthYjiMlnYIoETN+3FdldS2C58iiXfJkcfzwgRyo3URdFHIcFk/8igHUdzsrkLJ6AUmdxihuMqUjl6AgKmjaT3x4Cvsb46gZySwBUVbTm9Lauhm8M/0pMjIyfrLd4/fewQ3TvsQoSJZ0u5t3MW70Zen3Bw/ox+ABR8wFpWen8XFxv/Tmef6gibTsWUNOrzG4RBOv14snIwtJ9uLLKED2jOShae/xr8fuJhaLEQqFyMvL+8VMhYR1bMCk88sZmMcN6Mfcd6bxl8dfYG/9RrySyfV/OIPHn38Vt9PJ2VNOZumqdVR9t4e8gZPI6DSIWONh1mzc+qO+enXrjLhoES21VeQNmJAcpyARcJXx7oZmlF5nkGPqVH79BrZtoWbk07p/A2Y8QsHgZLVGItRIZM0HNGxemMx8yeuApcXxlfakace3+Nr3JXRwc3oTOxGoIxFswCkrWKZO8OAWjFiIcMV2QpXbSYSayet9PMXDpmJqcerWfY4js4DcvslgOKvHKKpXfHgk6waQ3X5yeo9BlBRcuWXEA3WovmwQRVr2rSW//8kANG1fSsHg06hPZcJYlpmudpEdHhyphbanoAMObxae4q5Jz4+NC1L6qjZYSR+ZigWv0m7itQjYNG7+hrxBp9CyayWmFqdyyTuIiTg3xhsZ9MGfaZFV6uMRVmUWcpIeZkpqA9m2beKWTUdJJlOSkIHdlslQhwML2GfouOBHvwgT+CYWo4+sslnX0nOr2zYiSWKx0bL4Jh5jk6ZxhcfLmW4P82NRRkoq6zSdz/Qot/j9zI5HqTUNxjicuAWBF0NBprrc7NA1DhoGPRWFXbqOZllkiSI+UaSDLLMgEedit4dNms4JzuQIF8WijHU6uSBVpTArGsWwLbopCjOiESY5XWRLEgtjMZ4NBTnH7WGvobNVS5AryXgRQLR5MxLmWq8PCXhKD1J6lH9FviQyMxbhRq+f50JBTnA42a/rJGybPZpGN1Vlk6axMxTk2QceYPfmzew97wJOTmVCLonHaS/LbNESrE/EOdXtJkcUeS8SRkKgxTLRsOmpKIjAVJebjZrGF7Eol3i8fJmIcbbLTRdFpdIwWKUneCEnF8u2mRYOcUjX8Ukiw1QHgiCwNpGgnSjxfjTCfYqKSxCYHg5xqsPJ29EYaxJJ8/ZeisKpqUqT/YbBpak5nOxysToRT/qAkNy8GKo6OGDonOx0sU7TmHC4io/++Tz3ZWTgEkVs2+Z+VSHidjEpGuPA51/waefOnHXzzZSNG8eIuZ8d6etQBbu2b2fQUfrY38OyLD5+9lki+/eTP2gQU44yBm1DG9rw34O2+KIN/9vw7Zw57HjrbarKy/k2HmNsKumi2jS50uPDIwg8Zujccv8DdOnd6xf7sjt0JLpmLW5RxLJtKoNBzhclkBU6VVUz94kn6fn+ez/f3rbZu3cvpmnSo0cPln/2GROrayBFRkyqa2DpzJlcdPvtP9k+o6iIOtumKLVOr0hVMS5xu+h49VW/uH6ffPnlzIrG+OLbb9G9Xi576G/HHJ+Xl0fglAl0nvsZ1VqEOQnI8nioGj2KW6+//mf7/R4LZ8zg0Lwv0FSFyX/+M+2PkpC127cnunpNet7Kc3OZ17cvau/eXPIr1Zc3/es1Pn3pJSK1tQw5/XT6DB78o2Mu/OtfWTpwIN9s2cKwiROp2LqVL1esQMjJ4Yb77jvm2O/efY+zUmtyvyjSTZbZWVTIdVdcwReixOznniPz4EG8lkW9YTJCVfk0FsUjiLgtk4b9BwBQOnXkuJoaApZFdqo6pkCUmBYKMtThoNww6CwrLE3ECVkW53g89EiRJW+FQwQsk2pd44HWAJ1kmRrTIGzZzIxG0bAZ6c9h+9Q7ULOLkp93xl08+MYtXGwmyJNEPopG2JVIsFvXOcHpZKuuEdZsprrcSMCsSIQ8n8QJDiefxKLYiQS1lomdIi1EQeLlcIhrvT5OcDp4vLWVfEnkgKETs22OdzrZpRsMUlW2mxbzTryafXtXJxMJB0zENe9ZvirsgTrmApat/AihYisXKypneLzMjkYpECVyRJGZ0QhFssq63uNwu/w8suVLcqQjsaQTUPUE31th25KMXxTJ8+UgxoM86fMiCQLlhskfjzsT35DT8AMc3EK07gC2aWAZWjo+srHI7TWaigWvUnz8hTRt+pr2E64h3lJNsGJ7OkGtZc8acgaeQlaqOt5T1JWadXOpWjYDR2YhzpxSzMSxnoLxlhosQyPeXE3td5/hKTpWOs42DSzTQEDEldee3P4n0rRlEZ7Snlh6nNDBLUTqDuBJJbCFq3ZROGwqkuqiftNXNG1bjOhws/+zZykYchpFw6ZiJqIcmj8NLJP8waeRP2giADWrZxE+vJOOk2/AMnUOL36b0vGXIiDQsnslxSPPprV8PWpmEdUrPqTT727HNjRqVn6MM7OI3N5j0uOONVXTuOUbcvqOR48EaNm7BndJD/ZGg9i2hehwozVX0bDlG/L7n5SeP8nhpm7d5+T2OxEj0kpg33cUDj+TurWf4copxZlZiCu3LG22Xjzy9xxe+i7ZPUZSv2E+xaPPRRBETD1O5aK3ELKLCexdR2v5Wq5+LZfWyh24ckqR3Zlo5St476m7GDxoAKde+yBW8SCcgJZVyM4N8zHranAXduba5z7nusmHueHy8398MwFOGD2cE0YPp6mpiSl/egm7bAgSsE+Pc9L513H7ledzxuSTf7JtG9rQhn8/fjOp0dLSwrvvvsull176o7LY1tZWZsyYwZVXXvlvH2Ab/t/CnQ8/w6IaFzgzeXX2I7zz2O3k5eX+esP/AHbVRZFykg9A1ZsFqcyV+k1fYZkmkuqkeedyaDmEqceRFCd28wHGHP9jD4bJE07gra+eJlQ6BkEQcFV/h7O4PXE7TI7L4voLppCb+8uVCn6niBU7IttUUJCPr2Y5jUWjsW0LZe9X7C8ZTE1tHUWFBT9ur9jHGI2Jkkx+/5Mpbd1AQUH+j47/HgP69eHuM+v5+Jt1iNhcfvnJlJWW/OzxXTp3wDrUjKQmAzYjFkIM1+GrWsbtV54OQNxWceUcEbCMmSJvfzSH177cQELy0EFpZfqTf8bj8fzkZwws87E40ILkycIKVDBqYNkvzh0kDRkf+/PNANTW1XPRPc8SKh2DpWs8e+5N5Iy5BHeBjjsv2Zcrt5RIS92P56N/Xy46bgtPvDQPo8uQtEFZvLmarK7J8xMlhcwugzm86C08Jd0IHthEZrdh6T4cvlzqbAdlfccjiBKN25aghZKl72Y8gie/PbLDzeHFbyEqThIpqSfZ6eHQ/JcpHnMekupEDzeTP+hU6jctILvX6OR5qk5cee3APlJBIKlO4i21RGsP4C7siGVoxBoPp39LyflRad61AjOR1Gstn/00ztx2hKt2IMgOMjoNoGDQRCoXv5VuY9sWWms9kNQ5PbB6JkgSqjcH2zLJ6jaclj3f0e7kKxAlhXhTFeWzniCz62Cyex9PcP8m4s01uPLaEW86jOHL4RGPnwHhRmLA3lEXMGHtLFZFmhiqqmzTdfYaOpmiyHPhIMMdTsoNnfayzBUeLy5R5KCu80IoiInOIV2nvaKwOOXv4BEEeksSr4YSHDAMhqoOInZSamm/bhC1TApFhU6yQlYqOJzkcvNYa4BxThfdFJmvE3H6Kg6GpUrgJ7nc/KWlmQcDAaa4XGQIInt0gzxRwhYlwrbFbT4/8+NxTKykxrFl8nE0QoNpUq7rPJF1RAZpotPJZ7EYC+JR3IKUDlJPdrmosUyeD7WSJUo8mJnN4nic1Yk41YbOjd4cyg0DCbjN5+PhUCv3+zOxgQ8jUdpJMl/GY3gFkUWSSEEiwW0+Pyu1BFujEQ4aBqU1ceb0G8D8cIhnvEcyroY7HHwTj3Gay809gRYecHuYG49xW0qCar+u82ywlWXxOLt1g0JJZJ+hU2vbPBMKYlgWMcvmcq/IgliUq1N9i4LAmW43rwaDDJBVbgs0006SaTJNbvP7cQoi70bCSS1m26Kfw8lgRUcDBqsqX+g61VYY0bYJ2MdWzCRsmybTICdF/B4ykkHxPsNgrNPJQIeDA6aBK7WJIwgCrsYmLsvIAEmiIJFg5ltvY990E0V9etM4Zy65qY2XQ1mZTCz76XvOK7feysiPPyVXEDgw9zM+bGrm3Dvv+Mlj29CGNvzX0RZftOF/O/Zu307lPfdwWmsIgM9UlZeiESTLorei4E09h/oYBjNvuYU/LfzqF/u7/InHed0wYO8e9PwCSrZuhaPkkyTjx9JI38O2bV645lrafTEfybaYlp9PVudOeEWRPqljKmSRws6df7aPjLw8ZsWi9JJkdGwqDAPnH69l0g03UFpa+rPtvscZ118H11/3s+9f9+KLLDzxRHIqK+k1diyfP/44Ofv38/zU05n8+GNk5efz9jXX4qqsJF5QwNnP/ZOyTp1Y+eWXxO69n0mxGLZt88GePVy/cCGulMH6ZY8/xhuGjri3HC0vh7/84x/k5f98/HM0JEni9zccqRJpbW3l08cfh4TGiIsvSlfGHD95Msen/D56DRwIl1zyk/1ZipyujgBoVlWGXH45H7/0EsMnTuTUyy4lHo/zwB+uJDR7DntMg5t9yTVX3LZ54rXXeH7FcjwnncTm5mZWbd3K6Q4nCctmiRbHjUCeKOFWBHbpBnf7M3gnEk4TGgAdZYVa02CYy02FodNBcmLZoNsmYx0OciWJJ+IaPZe+SavDQ+3oC5HdfnJVJ5NS3fRTVP5qtnCzz5/2nluRiPNZNEJvRcUpiHwcjdLsdFImyew0dJzAPm82K12ZeAXIq9nDrFgUpyByu9/Pg60BHAj0lRVaLZsharKKui4SJqtiC40Tk+SWtHM5oq7jOe2WZDxz2q1owUa2vH0bEy2LfYZON1mm0bIY53Txnr8IdcIfyfz6XwxzOHgrEqZUVnAAj5kCu0MtlJk6ZjxC7uLp9JYkPlG9nBpqQJKTa/5NkgNXqioCwNe+L03bFpPdeyyV30xH9WSCrJDRZTCBvd+RO2giDRvm4y3rierNQvVm0bL3O6pWfITqySTWWJUmCABcee2w4jGyB49Myz637F1L045leEt60LJ3DZaRoHLx22R0HEDZuIuoXvkJ4eq9eIq6EDywiWDFNmJN1bgLOxKp3kP1yk8pGXl2elNfcftp2bMmJf90gNx+J6Zjdn9Zb9x57XEXdOTw4rfxlSYrmCSHG3/H/iQC9XhLuqXHmwjU0X7CVQiihCRKFA6dyoHPnier62AKjpuMqDgQRAlndhH+dn3Z//mzuLKKQJQRJOkHBugWoeq9RBsq0FobcBd1QXG48HcbRrBiG4IkU3r8hVSv+Ij9X0xDkhXigTr8Zb3I7XsioYNbkZwe3AWdcPhzMWIhFH8uTTuWkd19xJGLz7awDY2cXmOoW/9FusIjUluO7PKTN+BkJMWJv0M/mncuw13QCX+H/unv54xr/8LWr97D+IFnpxELUjjsjDSx9d6ytVwwtZnso6Ruf4iWlhbisj/t3SIpTmqFPB6ftxOPy8mE8WN+tm0b2tCGfx9+M6nxwgsvsGXLFm688cYfvZeRkcGyZcsIhUL8+c8/Nkr+d2LatGk8+eST1NTU0Lt3b5599lnGjGm7YfxvQGVlJYsPGiglycyBFs9Ynp/+IX/7069n5vwn4JUtjlZYzbJbqPryOXy9T8JflsyiCh3aypUndiIYr6ElojHypK78fuqP5Z+ys7N56Z7LufovTxLTTcoK/Hy0PQY5yYfkJXc9jdOhoAgmz//1BoYOOe5Hfdx38x+ouOdxDoZkmmsrUZweEGX6hVexbe8BtF5Tmd2Swdd/fo63H76BkuKiY9o/eMsV/PGB59hdFyMUCuLtMBChqZzJo3/ai+JoTJkwnikTxv/qcQCnT57IF98+zPq61qR/iKuOx996hJycnLTGbvc8ldXxSNIELFhH7/Z+XvtyI3rZSETgoKFx/5PTuO+2a35SG/jxv9zCS29+QEXdPgYN6vSTc/5LeOOD2SmCSURSnXj6nkK0dj/2D6SEVMH6yfY3XXkha3ZVsmLrIrylPZPeFHUHjsnSkRPN3H7+iXyycDWukecQPLAp3T4RakTNLEwv5HL7jCNRX07Txi8J1+xD3LqIaN0BCoZOxeHPJd5Sy+Gl7xKs2k3Z2AtxZCS9CAoGT6Fl10pkh/uYhaEZj5AINZDZZQiCKFG17APc+R1o2PoNxnchPIWd8BR1JlK7H09hJyJ1BwhX78Fd2InsHqOwbRst0oKnoAN5/cfTsOUbjFgyGJfdfurWzUNyuDDjEQRZpWXPakJVe3D4chEEkUjNXmJNVeT5chBkJU2eOHNK8JX1ItZ0mHhqIZ/dcxSxhkPYtkW0bj8NsTAreo5DkCSsSIAKTxY5TVW8FgnTU1FwiiK6ZfOAPxNBENBsm3ci4fTmdAdFoUiWOahrvB0JUyDLjHY42GsYfBKO8rki8We/nxA2n0ejFMoyF6U0lRfFY7xu6Iw5ikyzbJtiSU5n/a9NxNmoaZyQKg2O2TYDVAcjHArPBMOc4HTSQ1HokqqUeDbYig1Mcjp5NpScw9EOJ/t0nU/0CD5RZJeu0ztVFbHPMOiuKKzTErRaRyqvbNvmgKHTU1HZo2u8EApyuz+D091uXg0FeS0SYqrLQwx4MxohF5GbWprwiSJ3+jPISv027mpppmOGH1dDE/PiMaa43Gi2zRPBVm70+dmuJehq26zXNIakznlVPE53WWGHnjRor7ZMuh9lZtpJUciRJGzggtTcneBw4oqEsYGAZXG9z89mXUNEoMkyyU2RDTWGyVini92GTl9F5VKPlxdDQV4KhXCLSa3ni9wevo3HmRaN0EuACQ4XFjabFZkzv/ySTUuXsmzaNDYEggxUVdZoCSY6nTwWDNJbUYjZNgHLYq2WwLAtHshMBhgWST8Pb6pSw+AHetimwXt/f5TI5k0szs2mt2ljuJx0/uO1FBYW/uS9QVi7Lk1+dDQtdixbBkeRGrqu8+qNNyFt204iw8+Eh/5Gz1/QLm9DG9rwy2iLL9rwvx3fLVzIqEAQUs+GUwSRt06fSv2ixfQ/ypuhxbLIaGj41f7WzP+S+Nrv8LWGCLndOMaOYcsnM+kG7HC7aXfaaT/bdtmCBQyY9wXJ3G6BdjU1vLZ3HzMliT052TgdTuxTJ3L16acf0862bVpbW8nIyCDY2MT5LndqUz75vF+Wm/ebCI3fAkEQmHDWWQC8euutnLdsRdJroaKSD2+9FbmwkHNWr0EUBOyqap4+fhwXvP02u77+hlNisXQf/faW89jpp1OUk8Pw669nwKhR/PEH5t7/N0gkErx01lmcv2MXsiDwxddfo7z/Hu26dmX9qlV4/X76Dhz4i32ccc89PPftt5xcUUmt00VFj960v/NPDExoLHj5FQa98DyDxoyhS+dOjPb5WJhIpNs6BYE+ls2Z+w8y9/kXOE0QmedwgiBQb5mc7fKQKYmsTMQJWhbXpKRI8yTpmGSPOstkisvNzFiUPFFknZ7gdl8GAvBWJEKhJHGqJOGu28XaRIKtBzeyPqcDnROtfGjI/M7pwiWK+AQRtyiyNpHgkGmwRUsg2tBZUZnscrEmtfbqLKsMU1WeDQXpEQ0wNB5kQ0Kj2bDYLerkSRJ/aY1youpkgtvNq+EQf/T6kAWBT6MRGk2L87Yv5rPGCrJUFyc1HmS2pROxTEjFGbapU55IcEOklSGKyn5dZ4niRvUX0iQrZABNHfvz6u6l5AgijwcDNNgCG4aeTl5tOc5Xr8NhJPCrLp4ccylq12HMnvsPOtbtQkOg3rKI7FxGxsAkEdF6YBO56z4je+N8rEADFe36IDm9RGvL8ZX2xJFZSGDvd8mEMUCPBrEtEyMcILPzYBKt9dSs/ARndjJZMFy9h8Khv6N1/0ac2cWIskq86TDRuv0o7gxyex+PoLqoWz0r7X3YfsJVVHwznXhTJe6CTrSfcA0VX7+BJ78DeX3HU73ik7QvIoDiySLWVIURDSVlqI8iQYOHtqL688C2QRCwbSu96W9pcRRfDrHGCly57bBMAzMRwTaNI/GnFkeUJXL6jEt+H7aNmYhRs2om7oKOlIw6l8CeNdjYCKJE5eK3UX3ZxAO1xJpr8agqccNA8WZjJSJk9xgFQHb3EUl1A0GgeOTZ7J/3PO1PvY6qFR8Rbawg3lxFVvfhROoOIqmtNO9eRdGIMwkd2kpGxwEE9n6H7PYjqk5qV89CTPm1kJL2bd6+FNmTRW7fcTRsXEBOn3Eo7gwsLX6MybqoONBFlTv//jwju+XxRVUdoq+AWOVWTC2R3gMASCheWltbf5HU6NChA+2podrsjCjJBMrX48otg7yuLPpuSxup0YY2/DfhN5Man376KU8//fTPvn/NNddwxx13/EeDjg8//JBbbrmFadOmMWrUKF555RUmTZrEjh07aNeu3X/sc9vw26DrOpaoHPWKgPEDTc3/Ttz9hzP583Pv02K5yZGiPP2Pv/LB7C/4ItQ1fYwzp5TZX33B4plv/qSG7NH4x/SPCXeehKS6WLHuc/IHJ7OgIrXlmLndULsMxrZtLrjnOVZ/8PQxGrMAXq+XD55/iJvve5Jvs8YT3L+emggc2r2Z7ONOw+lJ6jaGS8fw+gezue+2pJzV9yW+OTk5fPT8g5imyTdLV7Bh2y6GDxrEuNHD/21zBknZh9eeuJfNW7aS0BJUVtexeu1GJk88Ynb47AO38/iLb1DbUkmfgYVMnTCBWdveSUsGibLKrFW7WXHLc0wdVMzdNxwr4SIIAtelSjpfe+cjrr33GTJdIvfdctVv0rlXZCm5CEstPiw9gSAreAo70bDpKzzF3cjRa7n20gk/20ehXyVv0ES01gZklw93QUfq1s3DlVNMrsPk1jNHcsbEE/hwQxOunBKwLeo3folPMgg21eAoOxLwGPEIV/5uNOFInEU9RqG4fDSyCEuLUbduHpah0Xnq7TTvXH6MhBSCiI1NRqdBHF7yDlndRxBtrKS1fD3OnFJq1swlUruH0rEXEqneQ2aXwTizi2natgTbsglX76Z+wxdITi+Z3YbiLuhIYO93xFvrkVU3mV2T8jolo37PgfnTqF75CYgi/o79ceWUkgjU0bhtCYonCy1QR6ffpbKliruRCDZy8IsXkZ1HCALbMhEVlURzDa6cMhyZyYoiV177JJkjOWg35Q8IgkCssZJY02Eag3X4K3fwt6NM218OBREEgVbL4qNoBOGo24Rl2/gEgQxJwieKGLbNl7EYGYLIP3NyeDkSYodp0k2R6aqoiNgoqY2G8U4Xu4JBwuEQC2WV9pLE7HiMy91HzqFMkplpRHk3EsYpCCxPxOkhK+RKboplCQ3ooihs0TT2GQY5oshTwVau8vk5TlX4S6CZLrJCo2Vyd+qcPopEWKdp6NjIAnSRFKpNk1OcLmZGo7SXJBYn4lzh9lKmKLwTDjFIdeBMjftqn5/3w2H6pogRvyDwfiTMYxlZ3BcMUGuYZKkSH0WSXiS/i8bB42G3pvFasJUNuoZflPg4HKbeMpFFgZBt8Uk0gmnbrEokyJOSJfyKINJgmBy2TAakPq9C12k0TbodJXklCAI+UeJ0l4uHWgMogsBg1cEgReX+1gBjHA5sBCK2zZluN6GoxcZEgjmxKHWmyTink5NT0lLPh1pJ2DZXOJ0ELIsq02Siy0WuaXC4vJwTfv97nP98jq9iMbbrOsc5VIY7nAxQHXwRi3Kt14cgCNQZBs+EggQsi0xRJEcQ+Vc4RDtZIWpbCLbN7FiM010uDosi+7OyOXfaSxQDE22bD4cO4c5ZM39RWkP7wf2nsqmJNx98kEETJ9Jv2DDe/dvfOHHO3LQe+oe33UbPJUt+tr82tKENv4y2+KIN/9vRc+hQtrmcDIwnN6a3upycfs019HrlFf40chTt95WjYTNCVVnX7pcrjy3LYt3Dj/D76moA6let4c2t28gVBT4URbLPP5drL774Z9u3NjbS0bLSUlMZokQPRaZMlvnYMrnqH0+x7fU3eOWMM+l4ztlMuOACdqxfz/xbbiW/ro7a4iImPPkkn3ftzAX79iMCH5aVcvHFF/17JusHEKqr0+bRAM66OiRRShuIC4JAp3CENXfeScbvf0+TbZOTem+PYXD25q1kSxKf79hJ4fwvKCwq+snP+T/BlvXrGbF1e9oj49TGJr545x0aNm1mzMaNVMgyy844neuOIlAsy2LPnj14vV6Ki4t58+ZbGFpZxSZdZ4Vt0WfDBgaoDhAEJjU28dkrrzJozBjEYBCfJNFqW1i2jSgINJomUmpK+koyzZbJ7YrKY34fzbU1jDKh3DSY5HLxWiqZBuBUp4vHg63kSRJhy+J4p4uVWoIJThcfRCLc4PUfMWb3eHi0NcAtfj8L43HO9Xg5F5hbt4s+LjclksxH0Qi5oshQh8qzwVZOdLo42+1hiKIyJxbjdLcbA5sLPV4ebg2wxzBosCz6yzJ7TYNWy+J2v585sShXpCp4m0yDtyIR9FgMCXg62EoXRaGPojJSTUqRjq3ayTkeD3t1nbJohMY5TxGbeB3oCeyZjzFFFjnHn8t+w2BOPMYsl8ISPcjTxUOILX0Xb3YRYxSFfk4ntu3m3mic2L6N3Bxr4FyHyjMOP99e+iyiJCMDmQUd6dm8n86KgmHbHF76JssbK7Fy29F385f80wiimALLnAr/7DaMJklBUlRkdyb1Gxckzb53r0EQJLRwEzm9x+JwZ9C4cQH5Q39HrOFgevNeCzbgK+2BO78DzTuXE607gCAp+Mp64e+QlHoOHd6J7D424U+UFXL6jKNp21LMyp1Ypkbo8E70aJC8ASdRveIjikefB7ZF47bFeAo6YhkGYBOp30+sqZJw9V7chV1w5hRTv2E+pq5Ts3g67vYD0SPNOLJLaNy2CCMSoHHbUoxoCG9ZL+rWf0FGp4EE9q3D0mJYpsnBr17DlV1MpLYcLdSCp7ADrpwyIrX7sEwdMxGheMRZCKJE68HNeIq6EqktJ1JXTtfTb0QQJapXfnzshZf6beqRQJpo8RR0SiYGBuo4OH8aRjxMZufjcOV3wJVTSqhiO668DoR3LaWkZQ1bqmKUHn8R8dZ6ymc/TWbPUVQsfB13YUdsI0H48E7UjHxa9qxBdnrxlHSndf+GNMHUsGURRjzC7qoWXnviXrp/+hl7Dh5g8HkDefPjarbvXYW/6wgsU6ejUP+rz39Zlnn7yXv42zOvMmfFdhztBuIp6ooRjyAo8V9s24Y2tOHfh99MapSXl9O1a9effb9r166Ul5f/Wwb1c/jHP/7BH/7wh3QZ+rPPPsuCBQt46aWXePTRR/+jn92GX0fHjh0Z6GtlcyyI5PThPrySK/5y+f/YeAb07c28Vx8mEong8XgQBIHzz5jMp/e8hLvXSUlmf/dK9Lzev/r7BtjTqCMWqOjhFhRfHlpLDWpWEbGGQ+SmSlkFQcDVZSTz5i/g0osvxLZt7nvyRVbsaUQWbQaW+li0bich+0DS9FkQCfrzCFfvwZmfrHCxLRM5VRHx6rsf8+GSbRi2wKgu2Txy941IksSE8WOZMH7sf2zuBEGgZ4/unH/zAxx09wXb4onXrya3pCOSABdPHM5fbr46fbxt23RQWzhkJuW1goe24izuhV3Wm0+2bOPMPXvp1u3H8/vyWx/w+sYYUkYvrIhG1Z+f4J1nH/jV8V132XmsuPVhDrl7I+hR2LcUsddERNtkZHsHN10ymK5dOpOZmfmzffzt9mu45cFn+a62gdaYQXb34agZBXj2f8XnLz6M2+3GsiyyhCABwJVbhur2cV6nGNX1TczeUEXTjmXIioNC7RCFPcbxjy/nkTU6Wb2jhQPIrfXk9B5L8OBmojX7yO4xkspFb1I86veIskrVshnInkyati+lePS5HF76Lt6y3nQ5/Q4Ce9chu7zo4SYcGflEa/bhKUwSafmDJnFg/rSkqaDLR6K5llhDBfGWGrxFXckfOJGWncuPOV/Vl0M8UIsWaiZcvY+szseRaK0nEWrC2dqAp7hruiIj3lyNrDrpfNotyTLrb2fgzClGjwSQ3Vko/jxk97GGclqgHm9pt/SGsSu3jNChbXTYs5p+qnLMsc2WTbNpsCiR4HKPl92GzruRMF5BYIumo2Ix2eUmatmcmJId2KppVFomWaLEmamN5z6KylPBQLrfuG2jiAIiAqsTCfLdLnrLMvPiMS7z+giYJn8PtjLYoXKa08VHsShPZGZj2DavhYKETJN6QeC+QAsTnC7OdLtpNA0ebm1lUSxGO1nmD24v9bZFtXmEnPq9x8OfWpookmQSts1eTSdLkpAE2Klr1BkCfRWFhYkEl8gyox1ODpnGMeN2iEeC/mxJopMs45EkikSJpYk4H0cj7NF1nso+InPXXVWZG4/SX3XQTVFYFY9zsdfH/GiEw4ZBtiRx0DQplCTu8PmRRRHNtnk62Mph0+CgYeAVBA4ZBmMdTtZoGqe5kpUPBwwDpyAgADFs6k2TfEmi3NAZpqosise4KyOLrNTGSrNlcaLLxRini3aSTPNRclIqAlf5/GkSZ14sSrNpkiWIHGxq4uW77ybW3Jw0GDcNNmuwMB7jgK5zpdef/k0VyDKDVZXliTiaDdu0BPdlJsngtYkELZZFS34u/ygt5cTLr6D7Z59RvHcfADZQsWolr4wZSzwzg1MeeoieP5GJOezuu5h5958pbahnrShxXPl+hr/6L1Z88CGBJx7HrKhMExoA/tp64vF4mylgG9rwf4m2+KIN/9sxaORIDtxyM7M//AiAovPOZcDwZELRU6tXMf2ee7B37mRrdjaXPPnkL/YVjUbJDLWm/1+UiHO7KCZljEyLd+fNY+lJJ3Hcccf9pC/hCaefzguvvMoF5UlC4oOUd1eOJPFtoJXdd93D1KYmANZu386GsjKWPfEE56U8HDZu38kbl15Kv/POZ+HoOKJtc8H115Ff8GPZ2x/igcsvp/nzeSSAQbfdyjX33POrbeRu3WhZtpwsIemDEW3XHk/HDoQ3b8EriiRsm4ht0b+qmnaTT2XR/nLkVaupDwbpnoinJTxH1Nax4dtvOfXcc9N9G4bB2/fei7l3L0ZhIZc8/vjPyt4ejczcXCqcTroYyXVYxLLYtWUL123ZijNVxWrPmsP2a66hd9++JBIJnj3vPPp8t5aQqrJxQH/OWfMdRZLEQJebkYbBAi0GqoPliTj1pkXlgeR8d58wgbWff8HplsmMaIRahwO3ZXFNypNlvZbgZKcLSRAINTXxkMuDWxSZH4vyUSRKpijxQCDAXX4/B1PJJ82mSZkssSoep0CSyHMk13ZNlkVpan3SZJrEbZs1iaQJ+Pc4zeVmVixGJ7dCyLJYnYhzjz+TBtOir6pSZ5os1RKoArwSDtFFlgnZNu1FiU6qwnDVwWvhECWSzPkeL02mSaejKn8bLJtW22K8w0G5KeEXRLoelTDTQ3UQsy2uD4bIswwGqA5uaznA1zPuxmHbbA0H+H1KGrWzotBB17GAE2yDFY0H2O/0UbJ5PlFZosq2KZFlJsoCi5orkRSRd/UE9VYQ+dNH0Kbeiexw077pEJ1TY5AFgX6CwIGKbTi1KJNiARQl+RsbI9p8VLEZe+INVC6aTsvetbQ78XJEWUWPBqn69j3an3Jt0puzrBeRxgqad6+maNjUI793Txa2lZS4zu07nqrWD8ntdyKBPWswtRiS6kILNWMmIiQCtagZBQT2fkewcjuJz56lbPxlqN5s8gdOoG79PBz+PFr3b8C24PCSt3HmlCCIEvkDJ6arCg59/S+0UCM5PcekyZWCIadxeOm7FB1/Ec3r5mKEGojWHaJg4CS8JUmFh8ati9GCjRQMPY2aVZ9SMvo8BFHCMnUOLXgVNasQU4/jzC7ClduO1vJ15A2YQNWKj9JKAgAZHfrTuHURhUNOo2rZB+nXPUXdaNmzhsyuQ4lU70UPNdO6fxPNu1dixCM0bltCIlCHv0M/Yg0VFI08m0jNPtz5HXBmF2PpCfRwC42bFjCgQw7bG23KTroCQRBRvFkY0VaCFdvIHzSRpu1L8ZX1xplVSKK1gcolb+Mt7Ezw0BYExUnj5q8RVSdauBnVk4XeUgXA+WcdqYqbPOFElq5Yw7yla3GrInfe85e0QsUvwe/389T9d9Dvozm8MGsZzVsPkwgHWNyuE29/NIdLfj/1V/toQxva8F/DbyY1JEmiurr6ZxnL6urqX810/69A0zTWr1/P3XfffczrEyZMYOXKlT/ZJpFIkDiq3DMYDP7HxteG5Eb4q0/8lenvf0Jz62HOu+pq2pX9e0qZ/ytjOjoo6NalEyM7uPlq00IEbLK6DkMKVf2m6gAz1EBD9QIcmYUkgvW46jfj69qfxoZ9aJHjUD3JRViiuYq+vU8H4P1P5rKgLhOxJBmwz9m+gnDcwl/WMZ2l4G/fl4Z9K9GaDoHqpSS0hRvv+gvl5ft5fekBhJKRAHx5+BDCQ09w1SXn0qFDh3/jLP003njvYyqzhqGmdDrDZeNoaq4io9NAnpi5lkF9utMulZEmCALTn/gzj734Jss37CDk7oIvZaJmOLL5atFSVq7bxCnjxx7jF7JuTxVSRlIFWJRVDgQFTNNEkiRs2+a5195hf00LnUuyufEPF6U3Nz0eDx8+/wBfL1mGz+tmxNDLWbZiFYqiMHrklT+bif3xnC8oP3SYieNGMqBfH1574i/E43FuvO8p9gcO4dX3c8/NF9HU1EQgEKC4uJjHb7mIx/41k6gp0qvYy63X3IAgCPT/aBZr1m/ii29XsT+jjIffXUSsoR53az2OjHxkl5fMzkkZsuyeo2nYvBBPcVfcBR2pXPIO2DaCpBA+sJlOk/5IpKYcZ1YROT2S33dW92FULZuBIAgE9q0D4dj7q7e4G7n9xnN4ybuUjruIw8tmYMTjOHNKECUZU4+TCNThyCygZc8aPIWdMaIh3LntcGYXJfVbCzrgzCogp9doovUHad65nOyeo5OLxAHJKpesrkMx4hFa9q7FlVuGM9uDJEro0SD1mxbizC4mdHALkicDPdySHp8WDWFvXsgpmFTYNi0pQqLRNGgxDd6LRojbyQCjt6LSS1ZYlIjTU5XZqxvMiUa53OtlZjSKSxA42eFgbjz+o4eWALwTCVMmyaxMxOkky9SZJgdMnYWxZLl+H0Xl760tZIgSd/gz2K5rvB4Jc4PPjyoIqILAOR4vD7a2cI/Xx+exKKNTm9S5kswwh4Pfud0ogoBl23wUDJIriemsu3mxKNd4/emg6aNohOXxGA5c3OjzMzeWJB6GCwIL4jGyRYlv4nEcCGSKIt8k4qgk+7ZImo1LgsAmLcFew+B4p5NMSSJHlFgRj3NWKmhfryWY4HTTXVGYF4vSTVV5LtRKH0UlYSeN1bsrCqMcDt6MRjjf7cEjingFkT/7MyhJBaL3tDQjiQLDVZW/tQYQBYGhisoUt5v3ohF6SAqrEwk026bCNDjB6cRKCDwTbOVmn589uk65YXB5KlNvsMPBW+EQKxJxdug6FYbBG+EQBZJEoSSRK4oETJOvSkvYdNfdXKGqDE0FsfNjUfoqKqWyzOOtATbpGn1SFSXrEglaLYsRDiertASWKPJBJMIEp5PDpsGNPj+EIhzcs5cQNkZuDpptowoCn8Vi3OB04jtwEIAZt95GzyWLf3SPGHbSSfRfPpq6ujoO/24qwzUNgFHBEPM++ABP7z40LPyaPEHAtm1aSkvbCI02tOG/gP8X44s2/H8PZ914I/yERJosy1z1K0TG0fB6vTR0605i7TpEQSDxPaEBbNI0tP0HaDr7HB4RBE589RVO+oGMlNfr5arZs5j7zDMsev4FbnW5yUltvNmyzND6ekj9PyQSZeGSJThCYQDWpGLiP7WGCLz8CgsnTuCWN974TeN+5dFHKZkzl6tSFZhvPP4EK8eOZeSoUb/Y7pIHHuBNTcPcvoNEdhY9Tj2VqvUbeLywgB6HDiHZNme53HxZWsrYDh248eWXsSyLRbNm4bj1djCTfoi7vB4G9O17TN/T776bUe/NICNFjrweDHLT228fc4xt27S0tOD3+9OVGV27dWP5xReyZMYHeBMau0aNoEe37jg2bTkyz4ZBLJyct4+ffZYzV3+X9JzQdLYtW45fUZMLUCBDFGkwLaaHQ4x2OBjtcLL/UAVv/+1vNB88SL2hs0IQcA4Zyj3vvcPcV17htY8+ojkSpa9tkyEIbBCgUNdxqw7KDR2/KHK1LznXWzSN6eEQw5xOBigqc4wo3USZekFjbiSMLUCpLPF1PEZvRUUQYGY0yu1eH69EwvhEkVGp38ThVAUyQNiyyRFElifiNKYSURbGY1zsTiYCWrbN+9EIpzicPBFqxSNJSILAZJebV0JB8ECWKHIwlaQzJxalxTTpJivMiUVpNE1abZv+qkofRSVkW+SJAqs0k0tVhe067NI1HIKHyVggwMYfCDxY2N9PMxYCekstZZZJmaSy29DZZxgcNg0ukWz2GToFksy1bjf+wCEen34TW878K/G6g2gKqKnrrMo0mBiqQw7XcUiUIUVqJGybmtYGmrYvRXL6kD1SmjhQ3H4kp+eY+FJyemnetRpvcRec2cUED25GDzdT/tkzZHcbgREPYepxFJePvIETqFk1E9nlxdQ0zESEwL71xJtrMPU4Ge37ofrzUb1JqSNBlJISUpKCHg2BCGY0QkanwQT3rz9GJsmd14GCQZNJBJM+kkYsRNP2pcjuDKqWzUByeMgqKKPl4Dai9QeIN1dhGTqe4m4071lF/MtXcOa1O8qzU8GZXYLqySJmH6B45DnJ+Td1mrYtQZRVEoEjnpWmnqxIsC0TLXhE+NtT3IXDS9/HTERwZBYmK1G2L8ORWUhu3xMw4xGCLZtJBOoJHtxMRufjUP15SZLn0Ba0YDPFI89CjwTYt2kmccuV3jsBEGUHgiCl5JVtnFlJWVlHRh7OzEIEWUUQZcxYCMPhJlqxncJhU/EWd8Nu3Mf0D2Zy+XlnHnOvWLxqPVsrAzhEi29Xr2PSicfzW3HJ76fy1Xfb2ePom/5+Pli8uo3UaEMb/hvwm0mNgQMHMnv2bIYP/2mpm1mzZjHwV/Qn/ytobGzENE0KfpBJUlBQQG1t7U+2efTRR3nwwQf/Y2Nqw48hSRJXXnzurx/4P4gn7r2dqtv/TqWjC4nqnWTo9dz7wgxOHdmHs0+b+LPtVIeT/G5JCaaMzoMobVjOJ9PuQ9M0RvzuMprcpdiJKCM7+xmU0lgvr6xB9HZM9+Eq7AySSrThULoM1UxE6d4un7vO7U2gNcSEE+/H5XKxYvVaNE8xDiDeUkuwYgfzpAF8/chHXD6mA9de8vvffM7hcJgZM2bQoUMHTj755N/UxjCtY6SSRFnGTi16ExkdWbVuQ5rUgGSg9fBdN7Bl2w6u/+dsdJJG1Mauhbxljga/zFuLXuK5W86lb5+kcZlPFbCNI14SXslIZ0Xc++SLLGjIQ3L3YOWuZhqfmsbf7jziz+JwOJh8yhFJrPHjfrly5a9PvMBXNX4EXzs+f3E+953XwoQTxuB0Onntib8CyfLyP/75UdY3OxEsk3HtFZ746y3MePavP+rvonNO56nps8g76TpESaH1wEZkXw61a2ajeHOOMfoGsE2TYOV2InUHKBg0EXdBJw5++RJFI86iavmHyE4PrtxjN3Ukp5eSMedTs3omsaaqZPZKTgnNO5bhLe6GIIi489sT2LMGf2lPVH8uTVsXU3L8ReQNOIV9Mx8jq9swPEVdceWWoYWa0cPN2IaG4vahhZqQ3RkkArVJQztB4NBXrxFvria3zzhEWcUydWL1BykYMgVLi6OFGikZdzH1G79EUt2EK7YRqT+ApDhxF3Tg8LfvY8ZDdK/Zw9NaE15FZpOe4Ot4nJBlsVXTKJUkCiSZdqLEZ9Eop7ndRG2b/YaBZtmYtk1HSWJhLMZYh5OdusaToQS6bRO2LA7oOh0Vhe2aRrVhclDX2YDAeJeb01IE5dJ4DAWB3YbOqkQcVRC5PqVL3E6WWZlowUhteAPELYvRqgOHIGCQXNx+H7w0WBZRyyJDSkom5IsirabJ7YFmhqsODpkGk11HiNGukkxcdaY34y90e/gkFqWbrLAwFmO800mmKLJOS+ARBAarKhHb5t1ImHVagocys/kwGuGjcJjzPB5OcLqwbZv3okmZq3LDIEsU6aYoHO9M+mYICFTpOhd7vPRXk69t1hLs0nX2GAbnuz3Mj8cYrKgcMAzW6To5ksyCWJI86pYyn+yvajxlmmSRJGAmu1ysjSfIkkSWJhIYqe/piaxsmkyDB1oDlIgSPeRjq3H26AadZJmrUkTHR9EIJztd7NQ1ZkZjdD7nLHZ/9jkDgaEOJ/sNnUojmYW4x9AplWVKZIkRqoMPohFUBCotk2a3m5cjEf7s9XG2KPJaOMQDgWZu8memP7uDaTF/82YuevRRXq2rw7VnL5UtIj7zyDWZUffzFRZOpzO5waoce06WLHP+3XfxZjiEsXkzCZ+f8/7+yI/at6ENbfjt+H8tvmhLmGrDT0HTNF6+7jrUHTuJZ2Yw4aGH6HXcj/31ADqefDLvbdyIxzQ4UFDA5miM/rrODl3jCk8yEWsY8PTtd6RJjWg0yhs334xaeZh4USEFQ4aQNfg41m7ewjhBYJWh45s8mR2rVjE2EgVgryzTvl8/djc107JnL1Wmma50zRQE1OUreOuppxgwZgz9hw37xfNbMn06T6aqCwB+53TxyuOPM3Lu3F9sJ0kSf3j8cQAe/8Mf2Hrd9WQBxZZN7cABdFdVFjgcjL7zjnSVhSiKnHTWWby1ZQtbvpiPJUu0u+RSuvXqdUzf9q7dZKQ26B2CgLpv3zHvNzY08PrFF1O6bz+NmRkcd999jP5dMjP78ocfpvaGG4hEIpxSUsKKpUv5+4wZdG8JYGBzuGcPnhySlHDVUx5h32OEIPKq38tNoQgAM6JRrvb6mBGP0TW1lupk23w74wNObw2SKQggiHxRU83uTZvQZ3xAbk0NsmXxrdvNDknC0RokaJnYts1Bw+A41ZH+vL6KwtuRMM2xGLpt82CqQvV4p5OEbZMvShw0dA4ZOpYNNZbBZKeTfEXh3sws/hUKUmEY2Ahs1hL0URQeaY0zwelkQTzOuW4Puw2DV0Ih/KKQXvuKgoBbEMmTJCxATe3nV5sGEvBSKMgUlxvbsng40EKuJNFFUTjJ6SJmWbwdiXCr14soCMyIhFkTi9Pf6eBGr487As3cl5FFi2XxWjjESU4Xm3WNPYLE65EIZ7lcbNM0DhrJipPPdYtvHF4GxkJc7UuuK0tkmVdCQQY7HBwyBExMBqsO2qfIq4cFm4vfvoMpisL7elLadrsFzcAVbjeZosijsTj/0EzKBPjak4tx5j24WuqItzYiike2yWzLRJAUGrctJqf38SQCdbSWb0B2Z1D73Vy8RV2S8lBA9YqPcBd1xuHPw9RiVK34iNLjLySz83EYWoxEcxXFI84AwEhEODj/JbJ7jiZ8eCeWoSFICvUbvsCZVUyipQYtUEu7CVejR4McXvwmssuPHg2iuP3YtpUkDbIKCexdg6eoK807lpE/aBKCmEwQrN/wBc4+k9BqqijrOz4Z2+kJDi54mdxexyO7/TTvWolpJJBkB7ZlEm+pJq//iWmZYUiSHZahE204hGUaNGxaiCArxBsrye5zPNUrP0GQZJp2rUSSVcLl32GEW5G7DMFX1gst3IIRD6J6shEkBXd+B2KNFRz65g18xd2oXPQmgijhyi0l3lRFXv+TCR7cjI2Ae8CZsGEB1Ss/pmjE2eiRANGGA+iRAK3l6zASkWPvO04PkupE9mZDqAk9GsTfvg/e4pRJem4X5q/ZwOXnHWnz5oyZzKv2I+UnVRHuf20Os79ehaw6OPuk4ZwwZgS/CkE+hnCy+M8lZLShDW04gt9Matxwww2cd955lJaW8sc//jG98WiaJtOmTeOZZ57h/fff/48N9Hv8MAP76I2nH+Kee+7htttuS/8fDAYpK/tlrdM2/P8//H4/n7zwIEuXLeeBN3Zh9TiLHcDG2VvJzcr8WY8K1Zv5gxeSi+8lK9Zw4vEjcQgWd91wxTGVIeOGD2Le9CU0NtQjiBLRuv0UjzoXLdxMzcqPUd0ZeBO1fDLztWOqRfbuK6e+sQlX/QasjFMIHdpCXsrUrKVuP/94dx6SAFdedM4v6sMDHDhwgNHn3kxmvxPRFy7D8/irbPz6419sA3D5+Wfy5c0P01A4CtuyqF//BcWjk4RVqGI7wT7dfrJdvz69ePpajQ/nf4tgm6wo6oydl1wgxEpG8MrH83khRWrcd9PlXP3Xf3A4puIVEtxxyanpfrYdDiJlJStcJE82Ww8f+NUx/xwsy2LZ7kbE0mR/RmE/Pvn6OyaccKyB17sfzWK90Rm5KBkwLKo7xJJvV3DC8aN/1GdtbS1Wfs+0ZFNGx4EEvnqVzG7DSTRXkQjUEa7ag6e4K637NxDYtxZHYwXOnJIUkVAHiDRt+ZqMzoOJVG4HUSJUsR1PcVda9qxOG89l9xzN4W9nULXq05TJ2lm4cpL3smjjYVRvVqqUuY5Q/SEOLXgFxZeNqLrI6XNC+jdiGXEQJXIHnEzVtzMoHXcxgX1radq5HEFSMGIhLNPA2643devm4W/fl5Y9aygZcz6Smtz8DVVsJ9ZUiez0EGuqwLYscnqMxN9pEEpKIzby+bP8NdJIt5Ts1FVeP/cEQ0imzokuF0NVB9WmwRpNQ1VdXKnZ5EdbyRMESmSZ6/1+Hm0NcJzDgSoIRIBLPF7yJYn7W1vYrOt8GIvQapiUyTK/c7v5PBrjJNeRgHuMw8ncWIyBKV8G7w8qXborMi+FQ1zo8RK3LJ4Ph8gWBGZGo8Qsi1fCIY53ONmh67QXRZ4OtdJfcbBV1/CLIg2WTX9F5Ry3h8WJOAd1nQ6pTfBdhk6GALOjUSxAxmaPrtFNlrk/M5N3IxFGqw72GDpR2yY/9TzdqesUiiKNpkmFrmMLAiekNhEEQWCIolJvmlzv9fFAsJXLUveaNYk4Cctim6FxnXJEp7enolJhmpzqcLI4EWejrlNlWTydlUWcZIVLrWEw8ShCpr2sIMViCG43IwWFT6NRHILAxrjOn/x+ngoFOSvlUZIjyRzvcNJOltirGyyIxThOVVmvJZAFGHPUBshQ1cFeQ2eYw8nHhoG/voExNnR2OHkjHKK7otBbUZgfi9FBTgZi2YLIh9EoZ7tcHLYtDNviZkkm5vMzMxrhQo+XyzxebtMSLErE0ubuOzSNLcuXc4XHQ8/JUzgsfYldXs62igr6yAq2bRMoK/nFCgtBECi9/DKWP/MsXcIRVpUWM/6WWxBFkSv+/vefbdeGNrTh/wz/r8UXbQlTbfgpvHv//UycNx+PKMIh+OD22+mV8luybZulX3xBc20tfcaMIfziNK6wbBAkWloCzD7lZA4ArbPmHNOnzzgiU/nGzTdz6rz5ycSLLVuZPnsOd7k9fOpyMW3IYC64/XYuGzWKL6a/yazp0xFNk4zJp3Lh1KmMnTKFD/LzOPje+9gtAQRBIGhZbKipps/Dj7A5M4uKv9zDaVdd9bPnl9WlCwfXbaBj6jm7U9cZNH78b56furo6Mj7/gtNS640Wy+S1gwe55sD+n21z6YMPwi9ca4mc7HTFLEA8J+eY9z++914u2LIt+X4sxsePPZYmNQAKCwtpbm7m2clTyNy8mVEIjEsRKzMbGqmvq6O4pISxF17I3M/n8buGRnTbZmUizphAkL+XldBxwABcjY18K4iIlZVQc4QIjZpmktBIoaS5hW9eeQWqqrjU40UGPoxGGOt0sk6SKVBU3o5GsGxoMKOclyK4vk3Eucrro5ss89RR0mURy6JQlKizTHoqKvs1nYFOhb0xnRFHSU6NcDipMw0sBB7LzGJ2LEZXUeTreJzDus7rkTBXeLx8YhmErGTVi0MQiFkWcdvmg2iEFsMgWxD5MhZlg6ZRqsjU6Qb7DZ1m2+ZWfwavhIN0ShEK2w2d8U4nn8VjmDZMdLkxbJtOisJDwQBnu9xs1hJMcLkpkSQeCbaSI4pMkmX26zr/CuvsyGrHCKmFjyIRPskqJft3t+P87Glo3Js+t1xJYpCisknTCFtW2qsEQARGSyIHLJMdukZHxUljbhl9mir5Jh5DROBWl4trPAUsOu12ojX7cMdCuPPb07DpK2KRALWA7PSgBRuJNx5GCzbSvHs1mBbOvHZgaigFHdBCTYQqtuJv34/CYVOT3oiZhchOL6YWo/KbN5OVG/Eouf2OXDeyw4Pqy0YLNZHdeywNm75CCzWT23c8rtyk2oUjq5Dg/o3Y2DizS5BdfmrXzEYQJfRIAE9BR+rXz8PXcQDVyz5A8WSmkwUFQUBKKS64CzqmN9y1UBPZPUenFQU8RV049OUreEu6E67ajaeoC03rZqMn4ljdhyelpSu2Ezy0BWdWEVgm0cYKjGiY7N6jqfvuM7J7jUGUZJp2LEMKVyP7C/CV9UQL1LD/86UIkoKkuHDlt8Nb1CV5DQ6dSqS2nIIhpyE7PbQe2IwoyeT0OYHaNbOQnV7yUsoB+YNOoXb9F9Svn4cRjxCpO0BOr9E4s4qxLYPD376Pv31fEi01+Nv3w1PYicNL3sFd0AF3QWcC+9Yec3+Qf/B431tZi+RLjstIRGgMxNmkDEBAYPO7y/inz0PfXj2oqamhoKDgJ2OI00b25p8Ld2PldccOHGZ8n5IfHdOGNrTh34/fTGqcddZZ/OlPf+Kmm27iL3/5C506dUIQBMrLywmHw9x5552cffbZ/7GB5ubmIknSj7Km6uvrf5Rd9T0cDgcOh+Mn32vD/7fhcDhwulxEc3rz/SPJUdqX59744CdJDcuy8Bkt1EZakD1ZGOEm+rXL5LMF3/D3Oduw83okFy33PsWbzzyQbjd25FC8z7+F3WcSoqSgFXdB2PkFeZ5MLCy6dsrktksuPYbQeOvD2bz0zV50Xxmq7KHg8AI0IgiCQMOmr8joMhi1xyhe21BPU+B17r7xyl881ymX3ULJyVclFzIl0LwTFi1axPhfCUa8Xi8f/vOvvPH+p6xZt5HmrGKati8Fy0JSnbT/BTPEoccNYOhxA9A0jROueRTzqPeO9o7Pysri4xcfIhaL4XQ6j9lAcIpHtwKXeGzlw08hGAzy4D9fJ5SwaW2oJipnIglw2anDEH9QOSH+BBfU0NyK5CpM/y+4s/nbi++wr6Kaqy4+tjImIyMDJXEkuDD1OHo4QLR2H0XDk+WsgfJ17J1xH7ak0PWsuxFlFdu2qfj6dQRJJqPTANyFnanfMB9/p4FEavaRaDpM47YlSJ4s2h1/AQBNO5bhzC7CndeOSG05TVuXoviy0cMtmIkIOcNOJ9FSTbh6Hw63n/YTrkIQJZp2raJ6+Yfk9T+JWNNhtNZGHNnFSIoTQZQQJZns7iMon/ssakYeiZZazESEktG/R/FkEmusxLatNKEBILn91Kz+9Pv/6DzlRhq3LkoTGgB6dgmew5vS/yuALAooFvgFkY2aRmdZxgl80GUErrz25H37FtVagls9XmzbJksUmZDaFO+uKHwYi3Ke20MPRWGfrnGtz8/H0TB/8PgQBYGJrqSvwtjUInNd6jMsbCRgqMPB8nic0U4nFYaOjMCNPj8vBVtxiiIXu9002TYnOl0Yts3fgwGeDgbIlmSGO5z4BZEGy+QSj5dOioJp29za0kyLFeRmr4+ZsShzYlEMoNU0CWFznz+TLElij6ZhI6QrKG7w+ng5HGK3rnNvRgY5UvJRfJZL4JaWJg4FWymWJEolmUbTJDe1ybfbMDjJ6cQhivRRVO4KtuIRBAKGgQIUiRJfxWJMSd1PvorHGKSoeAWBnbqOy7a5yeNNev8AJzqdPNka4KNohItTwfMH0QgdbJv3Y1FkXaejJGMBPlHkuXAy4/DozT5BgPWaRpEksV5LsEFLVnO0lySqTYPi1LntNXT6KCr7dZ3S8eNxV1ZQLEsIKWmBUakA/GKvlwcCLZQbJq2WSQ9ZIgHs0zSuTlXauAQBl5D0/Vgcj9FXVanSDT6MRlAQ8AgCpxyq4N0XXyTvmX8yOZHAtm1ecHv4XJFxA+3798eyrF+UtTnj+uvZd/LJHNixkwvGjiE7O/tnj21DG9rwf4f/1+KLtoSpNvwUWrfvSBIaKZg7dlBbW0thYSEv/PGPDPhsHr0si39mZzG1uQlSGf1ZokhJfj5Nu3bTYOrUGwb5ssxeXcMYciQzWD5UgSP13JUFgZyUKM9Zls08WWFYSgbq1Msvg8svO2ZskiSRUVhI6dChvLhqFcNbWlgci3GvLyMp4Rlooe7Ntzjl0kt58667Yf9+9MICLn366XSi1oNvvcW1nTozJCGRwGarqvLxzTf/5vmpra6m81EBQJYo/aii+eewfd06Fj3yCEokinP4cC598IGkT+JTT/HW1VfjPlRBrCCfM34gAyaHwmnCA8ARDKYlbr/HJw89zAU7dzHHtBh3VCx2fDjCojlzuOi66+jcsycnvfsOz1x/A6Wbt3CJx0uVaVJQvh/5+OO5+eWXkWWZdUuWMvv22+l++DB7i4vpdNaZbJj+FoPicWzb5mts6r/+hhucLpTUuM51e5gVi9FHkZkTi+FBIGrbBG2LewMtZIoiox1OuqfIpKhls0/TWKVrZIsiJrAiHmeoP4PTvR62aho9FYVHg610VxQils0WPYFPEMiXZDaENC5yeyiWZeoMg4eDrWyOx7k5kUAHTnMlPTOClkWzZeJFRBRsXs/Jo8qyOGjoBEyTcl1jmMPJ8U4XewyDg6ZBo2mzIpGgk6zgEwTmxKJc7/OjAtMjYTIEkVEOJ9WGyR7DYGU8zsdScp2fL0pc7fWyNpGgk6KyS9cw2vViqWkwbPsiemUXUi7J7Os2gq+aDjLB1jmg6+w2DCbn9UAeOgCrYgeHdi6lryLTUZbZbNlsKetHJ1PjnkAlb4VD5NTup73TwSkuNzHb5u1IGKHdYAK7VpLZdQhaoA4t2ISRiOIp6kzhkCQJVrPyEzpPvQ1BlDi8bAa+0p7Em6ooGDwZSFZyVHwzHX/7fmjBJqJ1B3DndaB51wpye43FW9ojGf8tmk6ssZLMrkMRBIFYYyX+dn1p2PINZiKCK78DocodqBm56d+i6ssmsGc1rrz2FI9MPgsD5etp2PwNXc64M70er/hmOiVjzqdpx7eYWhxJdWKZBmYiBkCipSa9ftdjQVR/XvozJNWFv30fcvuOJ6//SdSs/ARVdeHNLaFi4b9w5bYnEWyg65lJmcZo3X70aJCWbYsJHthE0YizcGYV0rDpKzK7DsGMRxFEkeyUpHJmt+EcmD8NZ4aCpB65zixDx9+uL7IzSSZmdEz6c/ja9aY4y0NYO3KPCB7aQrvxl6XPt/a7ufhKexLYt55YYwVasB5LSxqJi0oy3nJmF5Pb78SUbJaD5l0r8Jb0QDu8mcuvO0JwAgzq1Zlvvq5EyCwjWnuArB4j0p9lFPbn7Y8+Y1f9hzSKeWSYTTzwh9MYO3LoMX2ce8ZkSovWsnTNRvqO6MRpE0+iDW1ow38ev5nUAHjkkUeYOnUq7733Hvv27cO2bcaOHcsFF1zA0KFDf72D/wJUVeW4445j4cKFnHHGGenXFy5cyNSpbVp1bfg/R1F+HrG6+TiziwHQgo2EYoljjgmFQrhcLq666xF2qb1o3bMWj9bAlWeexE1XXcNNDz6HndcDSC4IdtcrhMPhdBBgmiZxZ346m1/NaUdWdC/Nvu5ImaXsB+5+8RPm/LNzuux6xqJNUDQCBbC9o6nY9CllWW7qqjYjSHJab1P057N+/8b0WDVNo7GxkYKCgmMW7DrSMaWQii+LioqK3zRHXq+Xm66+FO2y87nolgfZI3VBsHQGe+o5efyv60yqqsrx3bP5urYGwV+Ao2YDl1wz6UfHuY7KsP8eQ7oVsfGzT9AFhQw7zJ+euOtXP+/qvzzJ/ozhhCu3I7u74s7tAMBTs9ZySq98Ptu7A9NXjD+wk6HjenL2jX8jbkkMaOfnoT/dwLlTJzLv3peIlI4CbBq3LYG+p/Cvtc243Z8x5aSx/OWpV2mJ23TO99DBHWfL5m+Q3X4Ce7+jcORZmNEjREdm58EE921AdHnT34EgCCieLHL6jEOUFRq3fI0WasLhz8WVXULT7tU4HB70aCuHl76LHgmi+LLJ6nIcLfvW4cwqwtRixJoOk9V1KK6cUhq3LkpmtvQdh21o6c/P6TGCww2HaNqxHGdOCb4OfXHnlhFtOISQCr5NLY7s8uHMKsRX1ov6rYuJ1h8is3MO7vwONO9eTeOWb8jtdyKWqdO6bx0dJ15Hy97vCB7YRO13czBiYcJVu/GWdMe2bcJagiey2/NEoBKHIDAtGqGT6mJrIkalaXCqy8WyRIIiWaZ4+xJKbIOznE4OCPBNPMY4hxPPUZUVgiDwvRBQ0EpmhEmCQLYokbBtqk2DUkliYTyWrqSoNUwu9nh4OhblAa8PjyTxTLCVcsPAB2zVE1SZJlHgZp+fmdFoWpZBFgQmOd28qge5PyMTlyDwjmVSY5p0SgWWkiAwzulEBp4PhymRRPJEiVbbIiwIDJZVslLXYZYk4TrKGFwQBJosC0+qtP97eMVkmf8/s3KQBIFl8RjvRcO0lxRqTYMySaKf6iBhJ4mA3pLEH1LyTrZt80iolR26xqaAho7NWW4PJbLMG+EQuQJUOVTiwPdXW6tl0VNVWRWLcdAwwIbOiswJThd9TIO4pBC0LS5xexAFgRbTZGYsyvOhEKe53Rw2DdyCyGSXg01agn4pHw6AWZEIr4dCtJdlgrZNnW1zUFEwRgzjgjvv4LELLqSfplFlGBTKxy5FuikKF6RIls9iUcpkmc26mA7GbNtms5agwTS4JkV0rEjEcCAyOJXIsEKRqd28mRNTMjGCIDAqGkG0bQYoKk3vzeBlw8RwOjCXr8CpKhSfcw5Tr732mLF06daNLt1+uiqtDW1ow78H/y/FF20JU234KVQ2N9NgmuSlPOGiCY23ppzGuOf+SdH8BXQCEEVyKytZKwj0khUEQWC5KNBrwgTWL/yGP/syeC4cwgYCBYW8MXt2un+tqBBz23aklNdB9ChCoHzvXg4fPEjpz/jtvf/oo7R/6WV+b1pU2DZv9OjBzXv2Iqc27C5we3iqsYHpd/6JEz76GI8oots2r0ci3PzuuwB8Pm0az/j82LaNCOwCNq1bx8CURNOvoXvPnswtLaFnbR2CILBES9Djkl9OygLQdZ0FN93EuYcqAajeuYvZhQWccd115OblcfusWQCsW7qUpR9/zKEBAxh3WnKzsuD4sexZvoJuhkHMsoj27fMj418pkUASBIoliT26TrfUGm+rrqHpevq4rn360Gf8CZy4dx87DJ060+Rqt4fAjA/5Z10dt7/7LoPHHU+3xYvYX17OkE6dyMjIYGHnzsyfP5+dO3ZyduVhahSVBjNZZQwQsW1UAZYkEpzv9rBR19LVLItiMb6IRennS8YPtm1jA9MiIe72ZZCf6qNjXMbEZoDqwLRsFibinOp0MdDhwLZt7gpoFEoy2aL4/2PvrcPkKNO2719pe/e4T3ziQtwJIXhwWNxl0YXFlzVsgV0cFllcgxNCIECMEHf3TGQs49beXfr90U0nWVbY59lnn/f93jmPI8cxk666666qrprrus/rOk9ipkmJLFNtGKzRkjyVnUO9YfBcJMSJTldGSjVp2zweDHLA0LnH70cURcpFkTVaksEOB6MVlc9iUR4IBvEK8Gk0SqkkIdvwRChIwrK4wuvDlf6OXenxMiuekkVziALFSBzoO47c0+/Atm0qZz3GH6s30VdWuMLrpVVVuaulhoMjTmVc5XK2NB1Ab6tDGXg0L7h8fDjvZU7WIqwo6IPzjDvBtui+/Tsez85GFgS+MuGb0qHknnoL222Lq796Fl+ohQFNezkxfY4uQaCHojLrqJOQmg8Q3rGMeGcTttNDwVHHE6ragpmMITncaX+GdBdhIoq/+xD0SHvm+yGIEpLqomH1FwgC+HuNpGr+63iLe+EtS60TCIKAKDsQZZXqea/gLalAVJzk9J9AuG4HsZYa8gZNofuJ19G6eSEFI1PqBfXLPyZSX0nBiEP5c6DnUbRu+Y62tByWIEpITi+xlhpkbw4H5jxHoPdI9HA7TjtG29K3QFBpXDMLQZCIt9YgO324jrkEQZRo3bwAb/nAH04GPdpJyYnXAeDuN4WDSz8kd+Ah1QJXQU+Ca77AlVWAkt8Txe0n2rgfV0F3vCX9CNftRHEHMtur3mxEScZd1JtI3U6cuWVIDjdN675Edh5SuLBtC9s0MLU4k/qX4nQofNvYiCOrCD0aPKL4UfFkETywGW9JH/KHTaN91wqSwWaSoRZcuWXEmqsz5Eag90gOLvsYt8eFvGsOFd2K+fNnS3h39vc8eufVlJYUc+5pJ9HY8j7Ltm8iLjdTGzIhUACk1og+X7GSkpN+gQLEgGc/+PZHpAbAxHGjmTjup70Xu9CFLvx78C+RGgBjxoz5H08w/h5uv/12Lr30UkaNGsX48eN55ZVXqKmp4fq/WoToQhd+Cvr06YMrWkvzxrlYpk6yo4HyimIAgsEg19z7OLVJN1rTXqwek3DmllKQXYqlJ8FuRxAEVNHC1g95QijWkRrtkiThlXR+WOa2LZNwRxvCYQbqLXIRVVVVDBqUMtb+a/3FsJhFc/dptCx9F003jvjMIaS6Gb5fvpqH3viKkJhFPu08c8/V9O3TC4Azjx7BzC3fkTf0WCxDo33LQs5//p/LTx0OVVV5/7kHWLJsBQ6ngwljx/xT2asf8MivfsGYr+dyoPogp15+ERW9e/5om9Xr1rO78gAnTJ1MUVEhe/ftZ+amdrLHpKsz2/bRGQz/w+NomkZNREHMkdHCbfh7DMt8FnWXMfaobpx5UgHvfTqbOlPmj2/Pwd1/Ks68Eua2tFP69ofccMWFvPybq3juzY/4avVucoedlKoecXpYt2M3c5dtZLd3FIJbYk9rGEfHavSoiurPw5FViKewJ01rv8TfcziCIBBtOoDk9mMkI5h6AklxpgI2y6CzchXJjkZE2YHiycZdmLpfRaOmU/XNi9i2hZxTgiMrn3jbQaIN+yibfCEAerST9p3LCfQ8CoDCUadSt+R9OnetwJlXTtO6r8gdNAXJ4SbRfhB/+SCiDXsx9QRasCXlq2HbdOxZQ/vOpWT1m4ARacPSErj8eTRvmke8uQpBUTGinXgHT6H2u7dw5ZVTMOIkRFnFV9qfUNVmCkefjiAIVC94nc79GzBiIVRvDpv7jOcSbRiyaTBk51L2x4I8mZXDe7EoX8bjXOj2ELYs5iQj3O/3IwqpToZ3omEaTZO9hpHpUliciLNX13kvGskk1B2myapEgl26zilOF2uTGlHL4i5/gPdiUaK2yf2dHfRQVb5MJpioqPSWZU5PSyedjZf7Og8ZmwtA3LJwpcme/YbBOW53pvJyqsPJzHiMhG3jTH/3G0yTG9PG4gsSce72Z1GaTjIfCXZmxs4TRVakF/0LJInXIhGGKQpTnS7ej0W5LL2A/3goyPluT8Y0dLLTRYtlM0ZVeTwYZTXQYVnsN00GyAo1pskuXae/klocKRBFCiWZYx1OPoqEeS0SpkCUyBEFai2Lab++m0+WLGXy+g0ELYs58TiCbXNnIIvussxH8RijFJWtukZPWSYgCGzWDcQ0kdBiWezVdYYpCg2GQXdZpptDZpum8V0iwRPZhzoZTnG7Wd2Z5DKvj091jW62TYdDJY7AqvPO59RojGPThMyToU4qdZ0KReGrWCyzqGDaNkWiSItpcqLTxR9DQXrJMpWGQXdJZorr0Lt2osPFfWlN51ZRZEVeLnJdHe22TU76eu6xbU5Od45YlsXaN99kkihm5Lc2PP4kG4YMYcQ/MT7tQhe68O9HV37Rhf+b0X/UKOZv3UqM1GLp6S43BfUNvPPKKwxIdyhYtk2eJDHB4eSjeAwVgaahgzn/uONYVlyI3NzM7f4ACdtm/ilHevxd/NRT/GbSZLq3tRG0AZeLA4bB6mSCUw5qfHbuuZz10Ud0690by7KY8cwzbFu6lIFTplD7zbfkJhJoskI3QSCrvY0QkJ0eO2Jb5I8fj7B3bybmUQQBR1VV5vh7t2wlFI+RK4gc43Qe2Xb9E+B0Orlq1ud89vv7iDU30+9n53LxlVf+0/0aGxvpXt+Q+b3Esti6ffsR23z7zjskH3qY42MxdisKH+zYwYX33EPvkSP5qKSY71tbSfTpw4NvvfWj8Yecey6LFy1iSgg+iUT4Nh4nXxSod7mIv/IqG554ipjTwbizzuToK6/kw2/nouzcxc/ShWhZgkDhqtW0t7eTk5NDQ3U1q/78Zz7Zuh0lP5cBxx7L1W+/zZu33EL3hll0l2Xei0YI2zYBMdXN0E1V8Tid7DJ0phwmGzXV6WSNluTtSBhZEHAKApd6vbwQDmcIDYDuskytadJLThXHhC2L4WnidY2mcaXHy4C0x9uyZIJVyQRLkknu9qcWnRckEvSTFYKWxSexKOe63CRtm2bLxBbgw1gMIR7HJwhMc7rYoCUZoKpI8Ti3+nz4RBHDtnkg2ElAEuklKyxOJo4g3jTbRrKh1tCJWjabVA85p9+eWXT2n3orY2fczVhL4/6ExgMuBxMb9zAj2MRHtsR4M4Hw1RPszC7DE2nHCDdT5vJwVfAgs5a8R9uQafws2ICspK7LqRJ8HG0npMWRVBfJijGcvnwGhbKEbtuZTpl6BE6Y8xStWoKFqgf3hPOw9SRauA13UU9qF76O4s1FS+dNgiCQPWAinXvWYCaiKa8NUUp7Otj4ewyhbdtinLkxsitGokeD6PEwoijRuH4OzqwC8ocdT9uOZTiyCvCW9KVz33pcueWIDlem0DK73ziq576Mp7gP2f0nYuk64eptBHqnPDtD1VsonXQ+sjeb1i0L8fc8ikT7QQK9huPOK8foPpRkqB1bj2N7vBw9qJRFy9eQNAN4iivQ4yGSHY3s+/xPyAJoFliWgalrRPavI++wLkVBlJAcbmLNVXiKemNbJg0rP8Vd3BczEcaIh2nZsgBXfveUNBXgLuhB65bvcGQXpwq5di7D0pMkQy2IgsjBxTMQHU5s08SV353W7UtwZhVg1qxnRN9eVATquPemn/PS2x8Rm/0BdQkQVSctmxeQP+w4kqEWjEQEUVEz+XPuwMm0bF6AFmymef03uAq6U5CWroo27MWRU8zRFQHcrlKW630RZZUm2+aOP77CJSdPoLahiZGD+rFo/W5C+HF07qWlcjVxW0GQFBwlR3r6JKwuv4wudOH/FPxkUiMWi3HXXXcxa9YsdF3nuOOO47nnniMvL++f7/xvwvnnn09bWxsPPvggDQ0NDB48mK+//pru3bv/x+bQhf//QBAEnrjn59x8/3N4RpyN4glQH2rkqb+8zcHmdmpyJyCIEglDwSEdelQESUZP69zee+OlXHnvk9QJxbjNIFedNBL5r6qO77z0ZB575xuitoMyl8bkU47m3V0tiN5U22eW0UJZWRmvv/shb338JfVBDa9UiCu/B8GqLSi+1DOWPfIM2ncuo3njXBxZhcQb9zLtmJQ3xdPvf0u0bBIS0Gbb/PGVj3jjsXuZ+91S5u0JYxhJDnz9PDbQs2IAhnEkOfKPsHrdRp5+bw5JW2REjxx++8vrfjKh8QPOPOXEv/vZn55/g093xLF9xbyx8CWeueVctu3aQzKr16EXVG5vVm/c8nf9TgAURcFhRYkDjqwiIvWVeEtSHhq+aBXDh53Mjj37WdLkxC4YQM6E0TRv/BbZE0D25LDv4B4AKnr35Inf3ca2Gx8h7snC0pPEWqpYWrOcmKsY/7AUgSU5fXRGdYrHXYAgSmihZmxDJ2fAJFo2zUWPdODK64bkdFM49nRqF76Bt7Q/4YO7kRweREWl9OiLkFQXrVsXEW3Yi6e4D6KiIrkD+MsHktM/JT3QvHk+stOXOVfJ4c50WvwAUZLJGzoNALvXUdQseBMjHkJ2erCxUu3GoTZk1UXxhHMJHdhM4/qv8BRXYMY6KRx1KgA5/cdTPf819EQYUVfJHTiZeGsdgT6jEGU1o80artuF4vJnvgs5/cbTsmk+5cddheLyYWpxWrZ9j9vtZ2siyhsOiUrTpNY0udmXIjFyJIkhafPtH1AgSsyMRZFti+XJBB2WjV+Ag7rBrT4/r0QiPBMKoogit/gDVJkGLbbFBR4P70cjCIJAQBCp1XVOcHsYpKr0kWSej0bIPaxCz7ZtvIJApa4zKxZjksPBnyNhRqkq7abF0kScsQ4HTaZJoSSRLUnYdkqeyS+IhCwTtyDwVSJO0LbJEaUMoQFQKkk8FQoyQFFptkyucnt5LRrBCQxXVfabJrIgcJ7bw8xYlK/jcQYoCrsMg3gizglOF1HLYkkizsJEjLPcHsolmXdjUa7z+jJVfm9FIvSTZaoMgwbD4OfeVOdCL1Vlmsud0b/+2OPmzBtu4OHvF/NGLIrPthmiKNhAL0Vhh66hADPjUXTLZorDyWotScS2sG2bd2JRhsgKF3g8zIrFqDQMLvR42KglmRWLk7Rs1iaTjE+Tutt0jR6SzK3BTmTDwCWJdEsmqZ8/D0VWue4w76EbfQGeDQWpUBQOGgYWNgstizbTxAJ26HGKRImTXG4WJeL8NpBFk2myWdfonTYorzdN5IEDWHP88bjefpe7GpqI1NXzVMDPMLcb3enkQDxGS30jm7QkUdvmSoeDtclkhlA5Kh5n0fIVXaRGF7rwH0RXftGF/z/gtDvv4OXly+i578AR/l5COEzVtGPpNm8euUCdrFAkSVzg9qDbNt8OHQrAuc8+yyd33YWjtQ29Tx+uTZtr/4CF777HjcEQuWnZqs/cLpa1tHKGy41fFOld38j8N97gyocf5vErryQ66wsucblpWb6CjYkEssPJO9EIF7g9SG1tvKOqnJFIomCzaOgQHnjtNV665lpM20ZKFzLE81J5yv3nncfUZctZb9u0YvFKNExtUTFvjBr1k67Nqvnz2fbpp5gOBxc+9ifyCwp+8nUtLCykpqiIcbV1ADQCvr79jtim6rPPOC2W6gLop+vs/moOkZtuYsGNN3JdXT0AO3fuYvmXX3HM2Wcx77PPCLe2cvyFFzLm2Kmor77CJzNmsHv2lwzXdapMk7polDttWJFMcq5pYr33PjNWr+GiD97nucsuw9q7PxO7Rh0OnE4nbW1tzLvyKs5O+2os3L8Pdf0G3mxro9/JJ7Nm7lzGROOc53LzjK5xpiDyO38WAvCUoTFaktmp64xNExJ7DAO3KDBEUSmTZQokiVciIQYrCk+HU0UwxaLEzHiMK9weYpbFjFiUkGXRYZpkSxIHTZMxh30fhygqv+lsZ5LDhW3bfJ9M4BQFLvakcox6w2BOPM4uQ+ep7BwM2+axUJDhqspWTaPW0OmwUoSWU0hJk0KqwzlfVvjcmYVfj+PyuHg32snFbvCIIq9FwpRKEn+JhBksK2xCxGmaZNqwDR0Fm2JJotDlZLYgYGFRtuhNNvYZTZ/Oeq7XI9C8iy9jMY7xZ2WOnbPre/7YZzSVgsiE9HAxyyLs9GLpSSTVhR5qZWIyyk6Xn/MLKghg0bt2O8MtgyusOMigJsMs9ebgK+1LcN8GIvV7sC0LIxklZ8Bkque+gruwB3qknWSwBcnl48Cc55GdXkTVQcmkCxAlGVduGe07l1Ew/CT2f/UsDSs+BdtKSe0OS8kR5Q6cRNuu5TRvmkdu/4nkDplK05ovMNMkTKRuF3lDpuItTX3X4wXdQBRp2TwfLdSKt7Qfrvxu2JZJ5OAeBFnFW9yXZEc93oFH48wupmruy/RId1ts0RMU5lbS7utD5OAe9FiQvCHHEug5jINL3qdkxCmo/lzady4Hh4fu2TbNehJRcWAFGzjtqCJys/ysObCMHdu3UzDpkoxkVKh6K8H9GzGTcdp3Lqd47Fk4sotIBJupnvsXvCV9ceaW0f34a4k17keLtNHt+KsRRIlksIXIwZ2Iskoy2IYWDbNl30Ha2ls59fJbqJdKcQ0/G2XrIopGn07Llvnsm/0MkurEXdoPzL9ez7AJ9BpBvLUWvXYTTXoSQXEgO70UjTwFr7yLhmAS0XNIPWHj9j3sFbohevMIfvYa7orJOPLysUssjDVfUD72LELVWwnX7iTR0ZBSTIh1MrTMj67rPPD0y9S0JyjyyTx4x/X/0K+vC13owv8MfjKpcd999/HWW29x8cUX43Q6+eCDD7jhhhv45JN/reL7v4sbb7yRG2+88T96zC78/xfHHT2BbhULCXlS1SqSv4gZ875geP+eCEpqAdRbPpCmpe9SMOECBEkhp34pV9+ekkLKy8vj85ceorq6mtzcXLKysn50jOOnTOS4oyeQTCZxOp2piucnXmTdgSpUweL6C6fyq4efZs6GGrzlI8gfMZhQ1WYaVz6N4s/FkV2MkYySaKvDVz4QZ04JkbrdeEoHsPlgFICEeaRUT9wU2blzF8+8/zXO/sfyg0tE88a5aL5yGhsb8fl8P5rrXyORSPCbv8wkUppqOZ1d20LHfX/E6fVTlO3jpqsu/lEr978C0zSZs74KqVtqETFROp5XPpnL7VechWPBJ5iuo1Ln1LaPcSeM/IdjCYLA0FIPs9fNQXZ5iRzcTax5PyVOnftvvoj8/Hy+f+cz7IIBmX383YcSb6nBE8hh0JhDZl4Oh4M7L5jKAy9+SGNYw9d9GG1KIeEDW9FEB7Zp4O89Eq/HA+kundxBU6hd+CZqdiGS7CCn/0Rc+d3o3LceMx7FU9SHvCHHokc6kFx+HP7cDEGQN2QqLZvn4y7qxcElH+DOLyerz6HzzRt8DDXzXye771gEQSDZ2UywaguBPqNx+PNo37USSTkkhyEIIoIoIru8lB97Zaq1eMsCRNWJbei0bvuewuEnEazajK0nMLX4EdfSmVNC4chTaFj1OSgqwd0rwDTRop04s4vAtkl0NGSC85ZN83AX98XXbSCKK/W9klQXjmgH5679nPZkCJcjwN5kgnGqg8Pr+9ySxJcmnCZB2LJYoyURbLgnK5snQkGGqg78okQoy88tySS3OZ18EosyQJRYrSUpl2SaLBPTtonaNjNjUXboOgWSTLksoyDwXizKREXlVUNnaDJJd1lmXiKBLQhc7/OzKJnAxuIclwu/KPGFHmOkw8Ekp4vZsSi6bRMHLGzqdYP9tkWDaeIXBK7y+RnkUnk+FKTVNMhLE6DtlkU+An1lmZMVF5Zt4xEEbktXxk2wLOYm4pzhchO0bE53uTknXfm3UUvyTLCTXaaBZFlMc3s4Lt1N8ICiMDMtyRSxLBpMgxcjYYKWhW7DAcOgpyzTadn0dCqZ6zwoGOSsIUO4I57gqPQc1ieTrNGStJgme3SDn6W7WL6Nx3k9EmKY4qDRMLizo50bfP6MEXe5JPPncIi/hCNc7fNxfyCABtzd0U6daWJhU2WYxLHItQWKVZVcUaLaNLjZF6DeNHglEub6tHTUei1BgSQhIJAvyWzUNAbKCueliY920+S+YCdVqi8jVVUoSTh1gb9EwhT17Ilw9GReevZZXr/qan5o0I8C7s5OpNNOxZeTw1Gvv0EYm+Waxg1eH9miSG9Z4aNYlApFYY3Py/CpxxzxLKxdvJg9Gzcy/qST6NW/P13oQhf+vejKL7rw97B3+3YWvfgStiBwwi2/oMf/wVKAxWVl3LZgAfedfjqDdldSJIp8Ho8jbN3G6V/MYudx09jV3MyJvXvz8VNP4WjvIN63gusefRSA7hUV/PIwuam/RqSmmtzDCkD6RCLsdzrwpxd2dUBwOEgmk9TPnccdHi+SIJAtikx12KiiwOUeLw8Gg0xzOJhkC7zndnHUk0/w0JlnIooiFz/1JG9ddx2umlriBQWc/ugjfPLqazgWLGQ/cIrTRU465p/Z1sbevXupqKj4h9dl07JlHLjlVk4OhbFsmze2bOWXc7/9yRJuqqpy7FNPMvORR1FiMZTRo7nqll8csY31V3mIKUns37+fgVU1kI4ZBug6c1eu5JkvZzN53gL6AK/MeJ+rPp/JUZMmsez11/mNDYKiggIPJpK8Ho3wO38gZbYMHL97D3u3bOGeTz7hzfMuYOyuXTR4PWRfcQVut5slX3/N5LqDkJ7PsQ4nn8fjqBs2MvHRR1lm28z9ag6Gx02fhd/Rt7kFSHUx1McTLJckGg2DdVqSgCDQaFnELYtlZop4iNnwS78fV5p0ejIcAqDNMJgdjxOxbXTL4q5AgBciYQYrKvWGwbeJOCenY8hZsShHKSqTHQ7ejUZps8xMtypAiSzzaCjIE9k5yILAJ7EYF3o8FEsy9YbBx9EoAUni1x3tlMoyhm1nZMyqC3rBRY8Q3jQXZfG73OcPsEXX+Swa4beBLBRBIGHb3Ci4UC/8A8bXz2Ed/3Nsy6TnvJc4ERMQiKkuZgsKZ0oddOaV4BZFlvY/mr7b5jHQNlhqWpx2WGFXd9tEmvcy3xgWYRuiWoKk6kSu34O17ivqEHAV9uJZzaDh6AvxDD6GELBozRdcsemLzDgVtsmGgu4kOxrRwq1gmSApFE84L+1pUU7n/g2UTjwPT1FvmtZ/DdnF+Er7YpkmrZvnI8oqerSDcP1eYi01uAt6kjf4GKJNB7CNJHqkA8Wb6pGSFCcCIs78lCdTwajptG79Hi3YBIJIdv8JmblZejLTnV899xUCvVIdG+07l1M29bKMr2H77lU0b5wLgogoH3rGJMVJXUTEm+OmfOrltGycR1bvEViGhqugO6o/F4CcAROpnvcqZmFfQsvewJ2VR5asc9FdN4CssOrlmSgub4bQAFB9uXjLB5LdZxS2bVP17UtIqot4Sw0l4848QjmhZcsCXLllGYULRyCf1i0LUP15RBv3gyBhaRbr163DXz6AQJ8SOveuw1s2gM49qygadRqSw00y1EbH7hXEmg6gBPLxlvalbfN3xDvqiM87gJJdQtFx11Ez9y8Irmwc/jzql7xHr0tOQKCVvfEUYaNF2pEKKpCzUh0yctEAWrcuxOHPR1SdaJFOWrcsxLZMLCNJvGYzFfpujh41mJuv+gX3PPws30W6ITs87Iomuf3BZ3jxkV/RhS504T+Ln0xqzJw5k9dff50LLrgAgEsuuYSJEyf+yHCrC134vw0uySSU/tm2bdqTMlX792IXZCNkl4NtMWFwbyZXREhqGlfe+asjyAtZlundu/c/PIYgCBnmXhAEHrzrpiM+v+3pGaiBAnxlA4jWVxJt2o+7tD+2pZPTfyKNy97HtkychX1IBpvRgs3kDT0OMbQFgIFFLpbFw0hOH2awgfraPVzw5LcEGyIUlUL7zmVYhkaysxlFDNGt23X/cL7LVq1l7tK12Mko7WIuPzhySL58Zq9ZSt6YszFbQ+z+/eO88PB//Y+3bdtYwpEdB5YNfXr34s4zRjBj3hpsW+CUCf2YMnEsuq6zYtVq3C43o0YOz3QJWJbF/U++xNaDEWwjiad0NLmDphBt2EvN1nn88on3cDz2KhXFfkxfACntS6K1HqCXR2dyLx9XXnD2EfOYfvwx/PqZtymZmHrn+cr6Y8TC5A05Ftu2CK6cwXmnjOOj9Stw9p6AZerI7gCJ9nrKj7k8E/BpoVac2SV0VK7Dsi0kbw7h6i1EBRHLNMlKtxJH6ysJHtiMu6AH3uIKwnW70TobECSZZKgFR14Z+798GtWXhzO3lF5n3EndojdxZhXh6z6EcM1WjGQU2eEh2lCJbeqo/gJESaZjz2r8PY/CkTaFa9k0Dz0WQnb5KJ10Aa1bFqKF21F9OWjhDhId9bRuWYi7uA+tm+fT48QbEASB5k3zUf15OLMKaVg1i2SwJdXt4vDgKexB9ODOI0ykS1pryE6GaRdFbjcEJtkwzeXi+WiEy9we2mxY0GsMB4OtfFa/m96CjWlZ+CWJh4OdnOByMzGd+A63DC4u7kPlwR0Mdzg4zeUmZFm8GQlRaxiELJMmw+LKgJczXfDHUJDdus4FbpUxqoPXwmEcgsArySRDFYUcMeWBMcLhYEkywVbNoM2yiVo2YcvkHI+X1VqSEaqD9XqSkx1OBioqSxMJFGCrriMJMEhVaTdNOi2L2fE4XlGk2jBoMgx22zaSKLBZ12k0DSaqhxIMlyiyIZlAt1PHO+swg8psUUIX4CK3l0pdJ2wdauGXBIF4+ve3o2Hu9AdQ0gnue7Eor4ZDjHQ4aDAMdmpaRnJgeTxBbijEkMMkogapKt8m4syJxzIazgAnOp3UmAZZksSxspM3wmFypUPPqV8UaTctBqgKA9JEh4OUGXuTZSIDRzscCILAOIcDy7Z5KBTkt2kvlDJZps2y+HMopY9bZxjc6PNTJkm8F43SS1FI2il/lWnpRZTC/v3oM2gQVfMXsM7QGaU6qJBl5sRjdEYi3HP77QiCgOF2Y6ZNNucn4tzh9hCf8QGf6TqXOhygqAyVU8TQz9weLNtmk5Zktywz4ORzOOcwffCPH38C74svMTGZZMlrr9P01JOMP+GEv/M260IXuvBfQVd+0YW/hfraWr697HLOamzCtm0+Xb2ai+d89S9V+f+nEQgEmHzppWy8+x6SNoxzqBRFoiya/SWX3XN3ZrtjTz/9iFjpp6D30UezddYXDElq2LbNzt69UIcNY/Os2QQMgyXDhvKL229HlmVMScSwbN5Nd5Z2WCb5okgvt4JHAEUUeCcWY7JpENM0xB8q3nNyuD1NJq745hu+ufQycusO0qrreGQ5Q2gAVAgCLz/8MDfdey89+/X7m3MG2Pjll5wQSsnHioLAiF272b1zJ0OPOuonn/uwCRMY9tWXf/fzETfcwDeV+xjV0sL2gJ+Kq6+ivLyclYWFDGxrA6BeEEj6fPT78ENK0ud74f4DzH72Wa586CEckWjmfjSbJkNUBYcgErRtstL/32SarJ/5Of7CQtoLC3i7o40eZeVMTEsKd+/bl22KTH66k+GgaZIjirR5U/nApOnTmTQ9ZSw94w9/YMdrr9NP05nt89I9HkO1be7y+TEEgX2GjmbbvBIKMdrp5Cqvj5mxWMajQhAE8kUJzbYZ4HTyXTKJBJzl8bBb16kxdEQ75dlhYrNbDxK0LIYqKgcsgy/iMUSgt6ywWdcysdx6LYlfSHlqBC2LYkmiIt0ddK3XRwKbgCiRK4pMcTh5PxbFK4isRWTf2Tch2jayqaOqTp6JBPm528MI1ZGRe3IKAoGi3gQ9WQyPdTDiw3tp0HUaBYkDGGxQPayumMBJO75ni25gqC6Uqs20lg/hiel34lrwGiOi1cyIRrjY48W0bT6Lx8lN6JwnWuzUbW7xenAJAlHL4LYt85FUN63tBzlQ1IecQYf8IL1Dj+O2XUt5L9mBAiwRFBrXzEZUnRSPSfkpRRv2Ur/sIwRRIqvvaLBtYs0HaNu+hJwBE0m01qLHQrTvWEa3465CcrjRo50kQ20Y8QhmMoHkcGNEO8gdMpXm9d8gewKYsRCd1dvwl/Wjc9cqEEUQRRKttbgLeiA5PNR+9yaKNxdLi2MmYzSumY2RjCE6XDSs+hzJ4SLSUEnuoKMz5+TMKSGBTU6/8UQO7qF990py+o2nfdcKEsFmsn4gI9LPgCBKWId5Mdq2jSuvnI7SKfgKxnLgy2dpKerFxX+YgaqHyB5/EV53A63bFpM3eAq2ZdK8fg5lx1yW+V56S/riyCrEWzaAWHNNhtRIBlvAtjCTsczxLFNHa69FdnkJ9B5JrKESUVboc8Yd6NFO2rYvJqf/BNq2fY8ztxTJkcpVHP5cjFgIIxEh2X6QZNtBbCxcgknh8SnZSNsysRUPBUOn4SlOrdO8uXglvz1vNJ8+8iq2Jw+js4GsilTcr0c70YItlE5KxSLNG+eRN3Qa7vxuAHTuWc25Qzz84dd3ZOa/vzWBHEhdU1FxUN3y05UwutCFLvz78JNJjdraWiZPnpz5fcyYMciyTH19PeXl5f8jk+tCF/4TuO3ik/n5I28h5fYg0VpLVsUYXGYtl07MY82OnQR8Er/9zW9wH7bo+O+GZZjoeid1Sz5A9WZRPPas9P9rtG1fjL/fRCSHF3d+OeG6nZjJGHLHPs6ZOgSAJ353G8+88i61rfXg6mBp2WRcWcXEgi00b5qPr6w/rrzUc9q87H3mf/c9o0ccReFhmpk/YP73y7j/w9WYhYPRwq1Ea79HLU51N2idjUiBVDWD5PKzpU7DMIwfSW79VMiyzDH985hXnzYSb9zIxVemqv/Pmn48Z00/PrNtIpHgktseZK/UB8FMMPHzeZx14tG89/Uydu3Yid73JOQefSjsbtOw9H3cJf0IVm2ifNrPESUZ27ZYvOgdKgoWYGeV09nehpCMEnJ1QzdS3iTrN23h90+9RlsoxtQR/TDFIyvJfgimBEHE9BTy8tebEJxemr95gXEDypC69aR6T5iaBa/hyitHjwYBgVjjfkomnou7qA91i96mfOrlKG4/zeu+pmr+6zh8ORSOOYO6xe+lqk8q16BH2ik9+mJkp4eWzfMx4hFsKyUP5SlOVcaVH3slB79/h1jjPgRJobNyDdg2sjsLd0EPRIebaHMVZjKaITQA3MUVtG5dhB5up23bIixDI3RgI/H2eoxIB91PuQlRlGje8A2Sw4cgCGjhNlRvNlm9hgPQ46Tr2Pv54ziyi/EUpXxSsirG0LzuK7BMejTt55SD2zk3Xf3/rujgY12jRE9yjdvDDZEIyZxScjoaGdm0lzWBQo4KN5GrOKg2DVy2zW5dY6uepNOyOc7hxOXNYUY8xju5eTSZJvMScS71+Kg2DbZoGgMVhT+FggxVFGRBICCKPBMOMURVeDA7m9mxGIvicVoMgz1AD1nBsm1u8fl5LRxmmKwgiQJrtCSbNI0L050TIx0OPohGGaioTHY6+Us4xBSni5htsVnT2G/oXOTxZkzEk7bNHe3t9JFkLkr7Rui2zWPBTqqsVJJ7QNcpk2Rs4BinkyXJBOekr9U3iRh3+bMAONrp5OFgJ2HLwieKfBaNErdtXguHkRAyiaIgCOi2zWVeL/0Vle8TCZ6PhBikqLRbFme73JzgcvFtPM709Lvs23iMbnl57CwtYdOuPUxLL1jsNnTyEKgydA6aJie63Lyg6/xKFRGBN6IR7ssKsEHTWZ5IMNHppD1tGn6O18ML4RANlpUxXhcFgUJRzHiFAHgEkU7TRBRF3IJAN1lOzc3lysiELYzHqTcNtms6kdo65KpqimybVkHkd7GUfMIfs7LZEAzym4kT+f333xOLRnhZFNgfDPOwL1VhmbRtiv6KGEqkFx2eDYe4wxcgT5LYPvtLvhw8mNOuSZmXtnz6KRM1DQSBaR2dfPXGG12kRhe68G9GV37Rhb+FRZ98wmkNjSAICILA9LqDLJk1i3N+/vP/7an9Q/QYOBCXz8+wtMzrflGkrP+PF/3/VRnXKWeeyZyODr7+di66Q+Xs3/yGnv36sfWaawh1dnL7hAlYlsWfL7scUxB5KNTBvf5AxiPjg2iEdyJhzvN46CUrjFdtnjV0fvF3fGzW/vFPnNvQCJJEttPJV/E4q5MJxjpSHecrNI1r585n8boNND/7NGOnTfub4zjy8ghZVqajpMnnZfDfyD3+Oxh3/PF0+/Zrtq5axYSjjqJnutBs4EMPMvPZZ1CSGvKkiUw+52yqX301s982XWPvBx/xl9lfsU2SGCCK9LQsqgydQWkftreiEYYqKmHbosWyEObPp2bOHIRkgns9PjxtHWy5+x7mxOPYts3uZIJqTce0oRqLmChSuHYdVw0dyqj+/REcTo6543aCjU0sNy3EeJxSt4sDuk6laXKay41fEBikqGzUkhi2RVb62pnYRCwLryhi2zb1psHNPj/7DQNXMsldgSwCosjrkTCPZeWQALZoGie4XHwYi3KLy81qTaOHojBcVdFsm/uDnVzhdvNhLErSskhgc19WDn8KBZnudCEc0VsNxaKMhc0WLclWTccrCvglkSZfHlJOKc7lH/K7bfOwMJCcTp6LRiiUpIys2S5Dp7441XG1ZcSplC2fwXhM3jctbijojeXLpffu5fgirZzh8WK2HGDxyNOxswpILHyDZ2MtVPj97NV17ohrrC2qICdg8avgQUqNJCu1CN/EU93np7tc9Dc1Vg86ifxJFxKu3UGsoRJPSer4sZptJI+/gSvmv0TM4aOj7zg83hwiB3dnDMI9xX2It9aQO2gKB+b8mR4n3wiCQN2id0l2NpLdfwJaqBVBVujYsxo9HsKIdlI8/hxiTQdo27qIjj2rQRBpXD0LNVBAZ+VafOWDsLU4OYOOQfUEMLUEjWtm0e24axAEgc6963HmdSPQfTDNG75FzSpAdriRVCd5w45HEARs28JIxGjbvpjcQVOwbYv27YspmXgeAN7SvtQueodw9VYCvUaSP3QaoeotRA7uwoiHaNuxjOy+Y9CjQTr2rMaV343WLd+Rn/ahaNvyHT1OuRnZ6SHRXk/j2i/JBpzZxdiWSc3CN7H1JIlwK5ZpZPxRLD1BcPcK1PwehGq3I0oSguIgUrcLxZ9HvLWOmgWv48orJ9p0AGdRXwpHnQaAHmknf+g0BFFCcfvRex6FbVuUHXMpNQtez3wPbdsm2dlE8biz8JWl1ihiLdV0rt1Hy5aFqN4cHFmFOAJ5GUIDwMrryx1/epOi428AINq4j9b1c5BzuqGFW/GUHOo8E2U5Q2gAeEr6Egrt5IbfP43fIfK7W6/Gr1oZgtq2bQLqoVyjC13own8OP3kl0jRNVFU94v9kWf6XtPm70IX/beyu3Mf8xcsZOXQg48ektGCPmTiW8f3nssUqw999SKrlM1rD5eefyeX/wtgNjU288eEsFEnkpqsuwuPx/POdgJaWVkQsisaegZmI0r5rZeYzUVYRBBEt1Ia/e8p8y1c2gN5WFY/84mQGD0r9IZckiTtuuAKAt97/hGWb05JIA4/m4LKPMoQGgKN8CHd9uIW8z9Zxz3njOfWEY4FUt8OHM2fz1ucLMfucih7poH3nCkQ1QMuKDyktKkAONyMPOS8zlmxr/+1KypsuPQf/h59h2DHOvuQ8+vft8ze3+8tbH1CTPQ5nOmhatG8ta1+fj9BjHK1yG3meLCBdJZKdj+j2o7izEdNyQIIgogYKiVlxHr30OH71yTZceT3RgNn7qqmYOYtfP/8J7j7j8fSs4Nu2JkL18xBK9uEp6k0y3EayI2VWaJkGyWiQkgk/A1LVHQ1755Lrb8U+9gpESUGLdtKxcxnesoF07FmFt6QvifZ6sivGoKbnWjBqOi0b52KaBvXLP8ZT1JtERwMlE8+jbdsiFLef1q3fkTNgMrLTQ6y1Fj3ambkmLRvnUjj2LFRPFpJ7HdG63SjebMzEQfKOOp7WLd/RWPkZlm6iZhXhL0+ZnHXsWoEeD9H9xJ8Tb6kh1nSASH0l2FAy+QJEUSJ4YBOCKCGKInVLZpA35FhE9ZBOqCBKqL5cLD1O6MBmvKUDUH05iKqTZGcz5fvXcr7nEBF4thFnuRYn4HFxR3s7P/d6mWSEwQhT6/EwIN7OpWlZpDbT5PVImJOdLoplGdO2eTwcQg+1cZvXy8pkghbL4hK3ByHtzVFtmAxQFM72eHgpHOIu3yG/j/eiEbJEkcu8XlqtVNK4NJmg2TR5MxrBgUC7beIRRVRBQLYFzL9K5BzpsbZpGgFRRMFmpOpgYSJOpaYz8rAuDBHop8jEgA/CYU7xeNiraQxzODjV5abeMFgYj/NIVjZvRSJ8bxgEBIFnwyGyRZGodeSxs0WRZ0JBOmyLIYqDqG3TahoMVVWiloVHFDFtm126TpYosVrTONPlZq/hoEiSGCyIyIJAD1mm3TJ5KNiJ6vbAxIn0CYcZK0usqOjNgZpazHgcDcgRoEiUuMDjZYum8Xk4yBNKAsuGn3t95EgSx7lk/hjqZJehY9g213h9SIJAxLYAm5Bl4RIE5ibi1BkGH0cjnOfx0mGafJeIkyWm5lVpGsRtm5htH+F70kOReSkcZqSqcioSk9KdFU+HQ5zn9jAkfc1Hqg6qY1GeOmU6d0RjOASB+aqDNsuiRJLIEgR2GjoTLAceUWRBMkmrafBA2iheTd/bQUmNr+fPhzSp8a/ZoHahC134r6Arv+jC30J+9+7UiyLd0obUtbJEYY8e/7uT+gkYOWECM669mlmffIpoWThOnc5VZ5zxbxl7+pVXwl+Zaw8ZPjzz829OP538pcsImKlCnR8IDUjFEbs1nV5pHypREMgZOIDuvXr9zWOp0Wjm56Gqg4XAe4LAEsFGj0W5wuXCK4oc39HBV6+/8XdJjfNuu41nNm2icO06wqqDwmuvpri4mMb6epZ+8QWlFRVMOO64/9L1AKjdv58F77yDMyuLc2+6CUVR+OLtt1n229/hNwxayst5asVyZFnGtm3mHjuVwoXfEbBhsSDwi0QCEglOtG1eGjQQv2nStG0rBckEfRUfV3m8fBmP4xYEznd7eCsaYbTbQ6NhZq7vUNPi64XfYSeTXKk4sGQV07Z5OBrhfpcHxbRoamrh7QNV3O0P8MfvviM/EiFu6CniKZ7gbJ+fb+JxXo+EmehwErNtliXilCgqQdvGtm3OdLl5OxoGUqbhV3q8fBGPcbHbw1vYLEzEcQgCMgJZksQOXcv4rynpe95gmpmCE1UQmOhwsDSpEbFtBqsK05wpWdyIafJeJEwS6CnLFEsyn8aijHE4eC8aoUSUudzrRRUEDhoGK0Kt1O1aQcX+DaxOxBirOqixUpG0Ztk8HOzEJCW11dq4F7+hoXcbzNqNOYwKHuReVSLUcYB59Tu43OsFT0p+VHd58U++kOb1X9NflqhIG4HnSCJV/aeQP/UKAB5dO5sJS9/jN/4AblGkwzR5JxJhRXYZ2vCTUQBf+UDadixF3L2SHEun0wbftKvZV9QPNbeUwuEp/0d/r+G0bVtE/rDj0cLtWKFWktVbceaU0rF7VSpPm3Q+oiRzcNmHFI07BzMeJqtiNLLTixZuI1S1hbwhU4k1VBJtqUawbUomnZfyXuw/kYNLZuDKL0dNy18nWmvJ6Tchk7dk9RlJ69bvcGQVUTrlEvZ/9QyKy4+7sGdmG0EQkZ1uOivXYcSjmFocPdKBIB/6e6pHOnDmlSOIEvHWGorHpVQJkp3N1C55j+YNc3DmlKF6stAjHdimkZGiSnlRpNYynDklSKoTPR5GcfmQFCfuwh54iitoXDOb+uWf4C7ohqUlELQYBd37knDkoOWWEm3cj6ioyJ4AVjKG4s9FFEQUbw5Z/nzCVZuxbYtQ1VYSbXVwmIKDKKt07F6Jt7gCU0vQtO5LFE820aZqzGQMd0HPzLau3DJaJA8lQ6cRa66mY/sSbNMg2lCZKQbs3LsWtfsheWdPUW+C2SWEqjajR4MkfY0Zs3NBVunYvYrsfik/T7tuA0v9xThKBmLFdWp//RhP/vombn34RZrjIrkOiwfvOPL93IUudOE/g59Mati2zRVXXHGEBmYikeD6668/YvF25syZ/94ZdqEL/ybMW7SUhz5YQbJgEO9uXMWl23Zz81UXA/D4PTdw+yMv0tQsUuCyefTua/+lsZubW7j0188SLpuMbRosv+0PfPzn+3+SZuxbH83CP/rcVHDi8mHEgtiWmQ5ADpJob8DGJndgytfCjAc5bsKIDKHx1zj71BOZMe8PhMqPAUFAC7VkpIUAtM4mcgdORlccvPHlck494Vhs2+bn9/yBTVYf2kISBbZFR+UaCkeflgme1IPLeO0PD3D9g3+hUSnHrbdx5Umj/+Vqs8Px+vuf8ep3e0g48ihIVnHBWQqNjY3c+puHURSZFx97AL8/pRMaS+oI8iGPgFhHE56jTkAAbMvKmKsB5MgadVUbkRw+LFNHlBRsywTbIqHp7Ny7HwLFGIkIksMDgRLe/3QW+IozgY8jqxClfDh25ULUtk30zPUydPxQ9tatQYy24s4/ZCCqeLLojCRoTDoo7Klg2zaRmm3o0SCNq2fhS5MJgiRjHW5qZluAQHDfWrL7jcdd0ANIV3xYJqaWQI8Gad++GFF1YibjJNoPIikOFE8WlhbPECTZvUehdTQiOTxE6nZQu/BNjHgMy0jiLe1HrL6S4L71GLEQosOD4vQSa9yPkYiQP+w4cvpP4MDXzxOq2Y6vzMI2dLxlAxAkGdPUaVg5E0GScBf2RHZ4aN7wLYo/F8WXQ3DPWqINlURqNQK9RtCw+nOWFfZhdWct49IJyHLTIsc2GayoFEsiO3Sd5nT1/ABZZvhh3T65koRDEClO/58kCHgRGFW3le9ti5hl4xFFBPeh755TgJx0glkoyUd8L92HBcjdZJkKRaFCUfggGgEEiiWJdVqSd6MRnAL0llUaTZMDuk5PRaFK19mgJWgyDTZrGg8Esng5GuY2n8wUh5Mqw+DVSJi7/AEcgsBLkTBXeX0sTyb4PpHAn0iw19CZ5nLRapo0WRZDFYUv43FsAe7wBTLzeyoUpErXqTV0ymWFFsMgR5K40ednXjxGX0WluyTxQiTMIFnhy0QcFYFaQ+dct5vussLiRILnwyEKJAkJgUGKwjItSV9FoYckk+zZk+tfe5V9l1zKuFiqoq3Y6eBzSeJBlzvT/fF5LEbcshiqqgxVVG73B/gkFiXvMOKhTJLZoWkcpToQgF26RoUks8Ky2BDsRBUFbvcFmO508XwkxE1trZTJMv0UhZNcbl4IhzhKdfBKJESraeIRBE50pQwslyWSDFRUznR7mJk2Af2h62OzrmdIjWbTxC2IZDU340h3xkxzOPltNMIZioKNgAt4yOng2LPPZtuB/XgXfscvPV5M4K20jIET0A57Zxf87Fw2vfgiAxMaS3NyGHr11XShC13496Irv+jC38LxZ5/NX77/nj3fzsMSBIzTT+Xa/0s65S7+7W8x770X27b/y53M/yqWzZnD0DVrmeT2YNo2jwQ72a1p9FNVLNtmo+qgwDAylf7bZZmhl132d8fThw8nWP81AUFgnyQx7ne/5YlbbsG2bV4YPYaStBk2HCoA+OLll2meNx9dVZn263vpN2QIpmly9A03INyqMmToUJxOJ7u3bmX+5VdyUmMj1ZLEm5dczJWPPvIvn/OB3buZc+HFnNnYSMS2eWr5cm59911W3nU3v1RUECVaq2v41amnctINN9K9X19ue/ttvv34Y3Y3NdPzpZcgHAFShSv9iou45p13aGpqYuWiRbzx1tvE1qxBNwwu9nhYmEzJj4pA3D5U9mDZNobHTVJLyfiIgoAoCHQXxUw8VSjLgM1z4SBjFJVjvT4Sts2jwU7u8PnxSxKSIHCrz8+ToSBlssxwh4OQZTHN6eKDWAxFgGrD5MFAFkLan6LGMHgvGmGgojJAUUlaFrt1HUhJS70fjVBj6NQYBksScSxsNNvOFHMcMAyu8nhZp2ksTyao1HWqjZTH2iCHg1bD4LNolLWaRj9FZk0ySS9ZIVeSMmOUyjKDEnEqvv0zu3WNk3w+9psmwxSVA7rO1V4fv+5s5zqvn16KQkfdJm59+XoiepKBlkaex4tHFPkyEmGXrjErFmO6y0WLDVtd2WDqSC4vpa017FQkBigKKwQVfexZGZ9xadRpKCs/xJ3OA7Ilid2iTF3Pkcg7l1M4KiX75ckqov+8F1EVJxT3ZdDbt3NMLMgXxRdn7qcoycQb91OfmEWPPSv4Q7SVwNav+aPsZVVRX8omX0iscR9auBU1UMD+2U/iKemL7EwRMaov99BTIUqY0U5UXy6S4gTFiW2ZaJE23AW9aFj5Gf6eRyF7cwjXbMWV7gzQwu2ISlq2WpTI6jmcrIoxNKycScvm+SnCJdJBtGEvPU+7BVFKXYlQ7Xb2ffEEgd6j0ULNSE4PJePPJtZSjew6zAfDn4skq/Q87z5ERaVh5Uy0aCd6PEzt9++huLwYyUPEpm3bWFqShpWf4cotR3I4yR10DMnOJiTVhagomMk4pp7ENi0c/abiAPzdh3Bw8QzKjrmUZLCVusXv4i7ojiu/O56iVAeFu6AHBxfPIHfwMRSNOYPG1Z9TNOYMjESU6MFdOHNKadu+GFdBdwpGnkqkfjceoGDESbTvXkH+kFRxZsvmhRSNPT09ZndKjRqCzbVU7V5JqGZ7ivCRFBAO5TDJzmYc8WbKAzk0+HsTba2lbvF7lOTncO7QcmQRqjo24FAkOrJEDhYNTN9WhaqIQnZWgI///MA/e1V1oQtd+B/GT460Lr/8xzXrl1xyyb91Ml3owv8kZny7Er34KESAvApmr1rFzVelPisoyOe9Z+77L4/91sdfEC6bnDJollVqPIOYv2gJp550/D/d1+10YBlaZkE+0GMI3Zu/x5tbSEvnHsSjjiMZbKV541wk2+CEocXcfPU9f3c8v9/Ph0/ew2//9Dzrd+5n4qhh7Nn4CRFvKclICF/vkZkWUcNOBX87duxkQzgHtTCXnH7jaVwzG0EUj1gYTlgy5WWlzHrh91RWVlJcXExeXt5/+ZrZts17CzZD+UScQNAu56Hn32bJxl3kjr8Q2zQYdcY1bPjyDbxeL1eefwYLf/0ckbJJ2KZBD1ecWEc15FeQO3gKzatnUl5cRHGWg6uvPYN7PtyMUtCH1k3zEVUnseZqCkefxghhN91Ki2j7+COU3O4kg03k+1306lnCxnUNR87RMpD7TePFm6YwcOAALrrhbhJtYfySjkuPo4V7I7t8aOE2OoJhXIV52LZF05qvCFSMJGfAJFq2LERxBwju34inpILOytVITg8Ofx5t2xcTa66m4ux7kVQnwQMbSXQ2YSZj5A6akjJ2D7XS/YQUyWYZGvtmP0Pj2q/wlvbD1JNHzDfeVo8WbSer90h8ZQMIV29DjwcpmXBOZpvmDd8iu/0kOxqJt9ZmzL4lh5vcQVNIhlqoX/Yx2f3HowVbyB08lXhLNZ27V6H68zkw5wUEAfKHn0h+96EE967DNnWiTQdQXF7ati9GcWcRz5f4tOUA6yywbZMSy0AVBL6MRXGJItd6vQiCQKNh8GQomEqKFAVBENigJbGxSdo2DkFgs6bRX1E4zuXCsG3eikbYriX5OBrlXLebZtNkXjzBiekKMwubdtMgR5KJWxaNpkGHafJKJEy5LPNONMLJThcOQWSfrjNQUXgmJ5dGw+ClSJg208QpwH7DYKOu02wZTFRVYgic7nbzfCREjiCyNJlEx+Zst4dPohEe6OxknMPBNR4vXlFko6bxx6zszHP0RKiTgYqD/opMAmg3jAxx8wO8osC5Lhd/CgUpEmUGKDLnpWWppjldfBmP08Ptxi+I7DENwqaFKEAS6KuofBWPcYHLTbPlYE48RsK2eC0SpsU0aTEMqk2TU//4CDvXrGFsNAbpuY2IJ1gaDqH4DxEsOaJI1LaxLQsBgRpDx7RtXgiHyBVFWkyTKU4Xe3SdIlHki3gcFciSZMaOHklw/UaGAd50kvkLX4CXwiFu8PkxbZtHQ0HOcLkZkq7SnhOPodsWn8WiJKz0/RcFduoaWWJqnp2WxRYglkwQtizyJQndhtOcTpaF41i2jZg+J49l4hZSRqpjvT7eDoWYdO01rL/ySm7zpL5/MnCS08VMLYHYfyDn/va3mfM/7847WTd2LCs3bmTyiSf+Q93wLnShC/81dOUXXfhbEASBG/78Zzo6OhBFkUAg8M93+j8I/50uZk3TiEajZGVl/eTCoT1z53GidKgQ5ESXmy26xve2Re706dz++9/x3bvv8sqSJfTs1p1+J57AqRde+HfHu/GlF/nwscfQ6g5SNGYM515xOc1NTSz/6iviI0ewed4C+ieTfJ+Xy6ifX8uimZ/j+tNjnJJMLex/fKCKwKyZvHXJpUzYuo02h4NtF1/ElY8+wuLnn+espiYQBPpbFnu/+ILEfb/PeA/+LVRWVhLp7GTI8OEZomjRG29wZmMjgiDgEwQGrVjJdwsX0t+0+GG1O0+Wia5eTdamLWz0eNh6262cffPNADy2YAHm+g1IgkCNKJI1KtXBX1hYyJkXXMCZF1zAV6+/zo633+HdUIiB5/0Mc8UKEhs20VOWeCMSpqcks9UyccbjuNav57VohDGqSnV+Pq3JRGb+um3jEUQKJYlj07GqUxCY4nDyWTzGyS43MjbzEwnqTJNsUWRRIsHEtNzXRR4PSxIJCiQJC5CA2bEYt/kDGZ+NZ0JB2i0Lwbb5SzjMIEVhi6bRy+3mNn+ADVqSLZrGbzo7mOxwErMtcgWBezrbUQSBO30BSmSZBfEYVaZBVdykXJJxSxKTnE56yjJDFZVFyQRx+5DMjmnbNJgmBRJkCbBO1xiupmRQ60yTj2NRREHIFMRIgsBoLcJNXh8CTl6IhFGAiG3zq0AWpm1zbzRGQ15POiwTe9VM1L1r8ehJDggKO3WdAzboDXtReqeq7q2OekLpDiWAz0UHm46/nJL+EwhWrqV27suoeWWUbZnPg24XHlGkrXUPixIJznG52bFrOU0DJiPKKvF965ENnUBBD361cRbDZBkQedqOc1I8RKR+D6o3O+WxaJnEGvZiaYfutW3bWHqSWEstsjuAEQ/jzClOLaBnFdC6dRHlx16F4koV4dQv/xjLtkl2NGDGI4gON+GabXQ77mps26Zp9SyyB0xCdvkoP/Zyar5/l6q5LyPKKqLiQhAP5RGS6qF4zJmYeoJw1SZchT2AVKFe27bFmcK9th1LKRxzBlK6A794/NlUffsXek2/OeMr4u8+lKb1XyO7fCQad3PRcUfx9dq9RMKtqOTQsnk+yfZ6nNnFFIw4KXUfDI22bYsz8xGElFdI/YpPKBhxMrLLh+zyo/oPrR8ongCCpGRUJfKGHEvNwjfwdRtM4ahTqZ77Mqq/AFOLkexsJNFWR/7QVO7qKexF3ZL30aMdSA4vBcMPEd+qaNOrvJQDzXvIPmocjkAhWqiV+mUf0WyZiIqKbZmU9OhLXl4W+3cfJH/Y8QiiSN33b7OBIPnd+5PnVXnojp/z4LNvUJswMgoQbpI/qXi1C13owv88fjKp8eabb/5PzqMLXfiP47/RYPAjuB0qlp7MEBOCHsfn/WkeHNdceh6Lb3uAPVIFmBrjc8K8/Kc/IQgCpmly+wNPsS0ex1Xq59bzjuP4qZP+6Zi5ubm89NiPSZqX3vqQtzekbNHtzjqmDCpNzTetzQmproOC4SeSvWcWna37EfN6YSSjDMmVkKTUvyFDUl4e8Xicv7z9AbpucvVFZ5Obm/uTzhlSkhMah5I+QRBYv62S3PEXIsoqyCre4Wdy2kXXMHjkeAb1KOSdP9zM2598iUOVufG3f+bVGTP5cs0qbNvmgnOP4fbrUlVn0WiUwAfLSKpOCkaeghEPQ2cdg8zdvPDYr7ng9kcoGJ+S0bJtG9eu2dx+023MuuhWDi79kKyKMSTa6nDmlCLrEQIBP+dc/Uv2e4YTtrbSmkigdTaQ5d+P1naQZOMevL3G4insRfW8V3HmlODKSV1b29QJ9BpOoqOBcM12JKefxjVfYOlJfOUDya4YkwkqAz2H07l3HW07l5Noq0OUZNTAIS8MUVZxF3THNg3MeIhAr+E0b/gGxZdHuHY7npK+2HXbKRh2PLZtEW+uwkiEj7juoqJi6Qnyh5/AwSUfZLqCAEwtRv6w46hrf4/QgU24C7rTunUh7rzueEv7UTjqNCSHm+YN3xBIG79lVYwmUr8b2eVF9eWSM2ASkYO76axcw7pBx9Jcv5s80+DTkn4M3rWUNkujIk1eABTJMgNVld26zp9CQRyCiCTYZIsSvwt2MERRqdINfpeVBYAsCAxRFPzA/HiMZckE+ZJIsSTweCjEcU4nEctidiKOX5DYa+hsTSTYres8nZ2DmNY9fSkSxpmWShqWXlQvkmWGqSpLEglu8fszMg0AM2MxBOAUl5uDpsnuZJJBqoPJDicbNY2QbdNm6qzVIG6bhC0b/a+MQJ2CyCmu1Duil1fhkWAn+aR0kUskmSbDoF43qMTgN4FsLNviw1gMi1Rl4C5dp1yWiFsWSdumSjfIFQVEW8CwbZYnE0xWHbwdizJAUQiIEouTCR4OZJO0bZ6PhLjN62PGZ58x7LTTWZZMZKQGViQTaLbNimSCCQ4nCdtmXiJOu2kQBK5yu7kr2MEo1cFNvlT31LfxGMsTCaa7XOzUDa7wpqrUXo1FCAwbRtmUKYSeeiZz/oZtkyuKfBGPYdoQsqwMoQEwTnXwUiTMbwOpe/1gZydB2yJpWdSbJls0jd1eH31lBSyLSQ4Hm3WdiGXxTTJBb1lhRiyKRxCJ2BbTHC4EoFiSmB2PsS4eZ+OUKRiRCBF/Fr70vWmxLLo/8wxn/uxnP0pQRk2ezKjD9P670IUu/HvRlV904R8hOzv7f3sK/1F8/cYbHHjuOQKRKAeHDOaW99/HlY4b/hHkvFxilpWpVG+0TE5yuZlXVMSNr7+GLMv0uv/+nzwPURQZf/75OJ1OSktL2b9rF19dehkn1h3Eo8ismnI0obHjmHbySXTv3Zs3br+DE5OHDIcHVlfxzn33c8GOnSiyTG/TZMlHH3Hw5psQODIBE+1ULP738Opdd5H70Sf4NY3HR43gl598gsvlQlBUTA4tZsQUmZH9+7NIEvmhpKzBMPAYJsVuieJEgplvvY19000IgsC177zNh/f+GiXYiX/0aH72i1/86NinXn01px7WpZlIJHju7ntof/stRisq3SSZKZKTJxcs4OeCRNztoUrXiU2cwLGTJvH4bbdTaJhs0zV+F8hiVjyGbtuZDo4O22K/rvMnrZNSUeIavx9JgIRtc5/LzeJEnLeiEVRBwC0IYMMHsShuQaTa1DOEBkCRJHGd14dLFFmdTLI6maBYkmizbCzbZoTqYJiicm9HO0c7HHhFkZnxGL/0Beghy3yViDPAtjnO5ea+zg4eyEo9e2NUlbejEapNg5Ncbk4UXLwcDvF0KEi2KLHX0LDShuQBSWK6K5X/aiS4P5CFKAj8zLZ5LxrhIo+XeYk4F7s9mQKU670+nggHudnjyxTB3O508FFzJXmmSTjaxtRkGFGWWJNM8ttAFgsTcVYunUFb436yZZnRe1eTj8UbkTBZosQ7vYfiHZiK3bL6jcO7fz2h1jpGqw48ZuoYuaKESCr/fLqjip+9czdmQSrnVUUZCZvDqdQ3HVnY3YcQPrCJnqfcBKS6KHIHH8PBFZ9St+htHDllRBv34swuQo+0UzjiJJrWzSFnwGTadiyhed1sBNmRITQAnLllaJEOxLwyCkZNB2yy+42n6us/4y7sSTLYTF5aBkqPhXDnlpE3ZCoNq2eRM3Ay9Us/oGTyBVh6ktCBjRSNOR1BlNCCzejxMImOBpzZxcjebPZ/9Qyekn6YyRjOdJ4KYJtGpttD8WSh+vLwFPfBXdiTYbGVvPjBB9TVHeS7mrcJ9BwLQKhqM8HdK5Ddh66SKKuE63aQM2AiksNNcP8mnDklac/Fr0l0NFI8tgft25ekz1WgYeVMrMOK9BRPFggiseYaovW7KRp/DpHanYRrt1O3+D1sQyd30DGIkoy7oAfR+kpUWSDa2Ub98o8QZAdmIoruthAHnYan2MSZVQSAI5CP6s/NkDAAVu1qmuv2Y5kKzRu/wdI1yo7/Oe2Gzq6N35I/4hRu+v3TvPDgbVx972PUxhy4iXPbRcf/t9QqutCFLvz78J/pie1CF/4PwEUnjOOhj1eh5Q9C6Kjm1DF/27vhv4KfX34BS3/5ALvFnth6Eq1yKQ+9Xc/n81fy5O9v+4cVWw6HgxcfvJ2rbr+fiC6gZJcRj8dxu91IksSzD971L81F0zTmLvweh6py3NSjEUWR6ppaPvtqPqVF+fxmej4btlUyZFRPzj4tpR86YEB/xmbPZG2wCdHpI6dlDe/95Qluv/8JVqxaj4VIe48c4vF4JrlKJpNc9MsHOZg3AUGUWHDXE3zw+J0/mdiQZZkRpU5WxTqR3FkIzTvJcZhED6v+sQydfTEPcas/qzY1EYl9y69vPWQSecs1F3PLNT8e2+PxcNu5k3jx8yUkLYmj8hWenvNaZu4HGoO40lyBIAg0Rk3Ky0p54+E7ePGDL1m7/ks8/acg20kGukKUlJSwr00nHtpDTv8JtO9aTrcTrksFM71HU7d4BrGmfYiySumk8wnu35CRw8oZMJnquS/jKugBtk3e4KNx5pRQu+gdCkacTMfOZZl525aZ0gptqKT06AtRPdk0rPwM27YQBBEjHsYRyCfZ2Yzqy8VXNgBvSV+MWAgt3ELugAlEDu6ko3INnZVrKJ10IWYyRjLchsOXS6R+L6KsYmpxOnatxJFVSN3iGWT3HYsWbkOUHUiKExsLhz8vYxbXvmsFeiKK7PRg23aKdDoMjqxC8ocdT6h6K/UrP0MQBNRAAc7iPrSNnM6ujd/iyi0nJ9TI9Nb9fJ6IZfYNWRZZosTvAx7u6ezguewASUCybT6KwzEOB39MJolbFq50slNtGHSTZbopMrf6AvhFEc22eSIU5MNYlOs9XnqlF8vfikY41+OlyTIzCZQgCDQYJmOcDoy/SqSTNvgEge36Ie3pVtMkaqVko+bEY0hAnpxqgV+lJekjK+SJInt1Dc22sUmZlO81DPbrOr0UhYhlZXw5foBXEOg0DN7QdSwbmi2DHpLMbT4/AVEEJC52e/hDsJN8UWCrbjDW4WCdlsQlCJzkdDLGkSLEViUTzI5FqZMNrvX6UufqAIOUVJcHuMztpdI0KfP6yM3Po8a2+TSWai8vECVcooBLEPk4FmVNIsldXi/PJhN4LYsP7RhjVCenuA8trpzkcvO0HmRJMkEfWcn4oIRtGPX+h2wfP5asyy9j3cefkKdpvB4N00eSOU51kCNJlEsS3yXimarFVVqS7pJE0rZpN02GqAq7dB1bEPiVP2X6vTyZYEkywcUeL29GwhTKMt0UhVOcLpYnE+SLEn3Thu0f+H1srDuIJxZDFSBPlBilGZzgz+Iv0QgTVQdx2+a7wgJe7qoM70IXutCFLvwHUV1Zyae/uAVXQwPxsjLOfPopap5+hjPbU35PidVr+fDhh7nyD3/4p2Nd8Ktfccvb7zCio4N608SybT51C4y94/Z/WQJL13Weuuhi+i5fwUZdI1LRB6ffz031DSCKDDItqtdt4PSXX8ad9mcI9OlNkwCF6ZCqOj8fn8ORWbwH8CU1YrEYE6+/jtlr1nByUzM1kkjbhHF88tyfKevfj2PT/iM/SFkdTCYYsmkzY21Akui5YROfPPUUl/3mN5x91528uGIFU7fvoE1R6DznHHr27Em0Zw8e37GTgCiw3TB42p+VmYNk6Blj3+zsbG74y0v/0rVpqq2FPbvxKyq7DYOBikqDKOJKe6G5BIEBqko1cPpll3H6ZZcx66WXiHz2GZXbd3Km08WjoSDTHE5aLItOy+I0t4c+ssQHsRhZoki7ZXGeOxVvn+/x8kBnJ9WWwQ0+P0lsKnWdWsOg2bQ4aBiUyjKWbdNompk4eY+mIQoCfWSFdivVqXy9z8+3iTgDVJUsSSJu27gEgd7pmOkMl5tPY1FyRIGIZXHAMNiia/SSZPyiRJNpsEPTGKiqdFcUpjocLE0mGaY42Gno9JJl2qxDOZxbEDNxtywINKf98vrICh/HYpzudlEiyezVDZaVD2NtSV+ygk3cdnArS+MxrvH68IkijwY7+Zk/gFMQWJ9M8ruODgplGW3CBYxa+SFjOxs41+Oh1e3lz+EQThnCgkjWYffNJUBHRz1NDg/E24AUkRZL5wCbTQuj50A8x6dyzNa5L+Nd/xXP2jKP2DbVpskXU84nv2IMwpaFmFoiU5Cmh9vI7jMKV1431KxCIo37KBx9+iHvC0lCEAQCvUcS2v4dgreQRHsDzpxibNtGC7VSOPo0GpZ/nN5HoH3HYnpOvwVJdWKZOlXfvIgjuwTVl03e4KkAmMl4ypdR16j9/j1sPUn5tCsyhWq2ZVI05gwOfPMCzkAB7oKeFI07m4YVn+HK70bT2tkI485GdnppWjub3MHHpOST63ZSNi0lZRHdtZgbfncpsViMv7z1PuSmPHiC+zdg6RrlJ1xPx64VNKyeRdGYM4g1V6F4cujYsxozGcOyDIrHpJ7p4gnnYi//mHDtdhAEGlZ8hiPRSrbbSTi3nOaN8/D3GEL04G7yBh5N86Z5eEoqaF7/NQXDTyJvyDFYepKm9V9T9e1LlB19EcnOVMeXV29HqRhDdsUYIKVKULN/Pb1G+Y8gTGzLJBlsJtZchbugB5ahIXfW0uHpQU5xGY1rUtehffsSbMvE120wsfrd1Co2Pp+Pj59/iFgsliJVuwiNLnTh/xh0kRpd+H8GJ047mvLSIhYuXcmI6aOYOH7Mv21sVVWZ8dwDLF22gnuemYFz0hVEBIEloRZuvfcB7vnFtZSXl//d/X/12Cs0dT8FQZRYa2jc/cjzPP+Hu//leSQSCS765QMccA1CMHWO+noxv7zyZ9zyzMfEi8dg7WtnoncXzzxwJFEiCAIvPfprZn89j/bOIOecdi/BYJBdyVzyx6WCp1o9yTOvvse9t6SkkOZ9t5gq9yAc6QXuYOlk3vzwc+686W+wDH8Hzz5wF6+88xH1rfuYdsJ4Bve/lKHTr6Jo0kWYukbDsg/pfvKNAEj+Qjbu3/yTxz7zlOM485TjMsnL4VCSHRjxcEY6ykxEsCyLqZPHM3XyeMLhMGdcfRstWcPZLpdz5R0PIhsxLMmH7PKlDdwPjal4AiApdOxeSaD3cHIGTqZl41xExYkeaccWJWSXH1FWCNdsI1y7AyMeoXXLAvRIB80b5+LMLiHaWEnu4GNo27YY1ZNNMtiCIKvULnoHQRBw5pSSN2Qq9Ss+xdRTXgiCKCG7/VhakuYN31Bw1AnEW+sQJAXVn0vesOPp2LOK5vpK9GgnerQD2ZODt7Qvqj8PIxmjbccSPMUVmPEwbduXYcTDlE0+JEuQ3W887btWZIJAyeGic+86PCV9Ce5bhzOnlM7KNYQP7iZ38FTceWUAtGyeT86AyWRHg3haa9hS0o83G/agGQbPhYIUSBImcL7bg0SqG+G+YCd9ZQVbSCVYIctkhKIyIxallyzTadnUmSZnuz1s0nX86QROFQSyRBEFeC8WJTuRoNOyOMHlYm0ySc5hCVzUsuihyJzmcrPf0Hk+HGKS6uCAaZItQti2WZyIc9Aw8Igie3SdEarKpV4fOzWNtckkJZJEo2lyfHpB/tlQCLcgMt3lZlqaPDtWd/BQKEieKBLFBpuMT8c6LUmNaXCMw8WpDpV1msaxDj+LkwkOp4wcoshI1cGBtKFk93Ty+XU8RtFhZOkI1cGCeJxm08okkZBKsE3bRhIEbKDdNNm5ZDE9Tz6JllEjOX/bDmTb5v5wmFwBNmpJOiyLm/w+CmWFawWBLxJxrvP6qTYM9uo6JenW6/q0WXnQsjnL7U5JBnR2Mtahsi0SZtj3S/ja42J3RW/iVdX8UhB4IxohJz3v0Q4H93V20G5aWAL0kxWaTJMvYzFkQWC4ovKZYXDKYZ09Ex1OmkyTZckkvwlk8fL4sUSzsmj6+lsmqA4eSSboXdEHR34+BRMncNozzzE5fd7Ph8Ocml6Audnr45lwmMDll/L8009jWRbiYaaqXehCF7rQhS78T+Lzu+7mgq3bALBbWplx9z30Ch/qrnUKAnZnJwBtbW18/dpryE4nZ19//Y+6ClVV5fFNG3nl5pspbGlht2Uxevp0hp94pA9Je3s7n//pMdA0Jlx+GQOOOupH8/r0+Rc4Y9lyFiUTHK8o9KquZatp8o2mcXI6vhFtC+uwBeyzb7iBlysrsVesRHc6GfrLWympqODLJUs4raWVqGWxddwYTundG1EU8X8+k8Wff048qVH4/gymfjOXKknijVWr6DlqNK4/PsYpmsY2XUNCIC7LJGyLAAJm2mMrEAjwyzlfsXbpUsrz8pg+YgT79+/nuMYmxqalNNdrSRaKAsfZNlsA/eij/1t/6z+//Q4u3rodHE4M1eb3uk5u754kNJ1ITS1eSWK1x03f004DIBwOUzl3HoX7DrAwFuUry0L2elk7bizBdeuZnkwyKu0PVihKqXgNWJVMcsAwUjGwQ8VCyHS2jlIdvB2JoNoi70YjmDYUyxIqkLRtPolF2aBrTHI6yRNFznK5eCQU5LVImCJRYorTyeexGCc4neh/VdhTbRh8Y9sMUBR26xrTnS42ahpLE3EKJInP41G+S8RxCiKLkkkudnsQBIEv41G2J5LUWhYvhEMUSzJb9CRTTAe5koRm20Rsm0vdHoolieNsmxciYcaqKr8LlOE+59cgSnQCd8x6nDsTm/CJIhHLYoTqwJmOAUc6HHxiWix1+pErRuHZNAcp2MDbkQi5ksjvAlnIgsBHbTWwbTFW//GIe1YzonYb+7LLWZFdxK8TEXpGO9gmOqh3yqxyBNjhVmmPx8neuQzZnYUuSgTqdjFCsHg9YbLQllAKegCQM+hoahe8gbfbIKxkDNWfR6KziWjjXvRwK1YyQv3SD/B2G0S86QCJziaq5r6M6ssj66hTiNTtonPfeqydcSSXh6yKMbTvXEastZb6FZ+R3W8sRjycIU1EScHXbTCR2h3kDT0WLdxOy+YF+Mr6IzpcROt24S7sQ9P6r2jfsRx/jyFE6nbizCsH28Lhy8ORXURWxWgg5XORP+w4OvdvpOa7t7CScXL6jSPRVku0fjckgrRtWYAgKbg9Xlas3cg9z8ygydWbSN0m8o86Hi3Umil8Kx5/No2rv6Bt2yJizTUUjT4V1Z9HsrMpRTocBj8xPP0nonU2Ye78hgfuvpac7Czuem0+1dvW4sorw99rBIm2OgpGnISnqDetW7/DmZMy7xYVB6KsILv81M5/FV9uAXkehRZPdwr6pM7PSEaxDA1XaX/2z36agpHTaVo/BwAp3MCw4cPRW9bSJytIrtfBMncOrl6pNSHVl4MR6SBv6DRs26Zx1ec487sTbdvHEy+8xjnTT6Bnj24/ei/Yts2X38ynqbWdc0878f+5DsMudOF/G12kRhf+n8LA/n0Z2L/vf2uMZ159l3kbqhCw+dmUIVxxwVlAqvOgok8vrIJ+yIKQ8lnYs5qlPYax9oH3uWJSd2644oK/OWZj1EZwSSTaDhKq2coiO8FTL7/N7dcd0ppetXY9M+YsRcDi5kvOpG+fXj8a55V3PqI2ZxwOxUm0YS8Ld9ZQeffvSQ6/HFGUkLz5rKyrpb29nZycnCP2FQSBM6afmPm9uroGTfbwQ122qDiIJvTM526nE8E41GpuGTrOw6RkbNvm94+/wNI9rcjYnD91CNdefO4RxxRFkeuvSC2eJxIJLrvpLtSsUuq+n4EzpxhnXlmmK8C2bVyiybOvvsvKnQdRRYvbLjud4UMH/9179cN5HY6NW7aRE/Cxdcn7OPO6ITk9jBnU+4gk580PZhLpczqetPfI8s2b6ZPtp27rOgK9RiA7vcSaDuAu7ImZjGHbNkXDT8Sd352a+a/R46QbyB9+ErXzX0VwuJEkheD+9eT0n5gJAj0lFeiRTmRXgERrLQB6tJNQ1eaMzmfHnpUUjkqZtcdaatCCzcSaDqT0U204uPQDPMUVdFSuwZVXTuGo6QiCiKeoN0YsiGWmtD9z+o0n2rCX4vFn48wppX75x9iGlu7yCFIw+YLMNa76+kUEQSRUvRVLi2Nj48wuJWfAJOpXfIYgiFi2gag4aVj7JYGewzG1OLkDjybeVpchNADc+T2I7V3LL5p3UZwIs7u5kvOdDnZIIpWGzn5dZ7zTSatp8mk8xj3+lJ7vE8FOOi2bV40QcaCnLHOR20OnbeMEZsYtZEEgatuZBXtILbI3GCa/DWTRM734/1I4xH5D5wqvl89jUWK2zW5dY3Q6WeglK1zqkfhNZwfdJBkBKBElbg8EEIFvE3Fu9fkzWsADVBUjGqGHJLMmEWduPIYOdJdlymWZnsqhP6slisIwRcUS4Dy3h3eiEWZEo9gCjFJVfhfI5qVIiFPdbgxbwyuKTHU4mRGLcqnHiwV8FItyhcfL13EyhAbAEEXli3iUm9Mm4wsTcQKiyC5dY4OWZITqIGJZrEwmOc7pIm6avBuL0m4anCzA6jvuZNILz7PiwAHWffUVV+3bTzcE3teSFBsGPdNdKjUOFV9aF7q7LLPH0Hk5HKJAkklic57TxceJFMEmCQJjHSrnpD1A3otGKOrQiK1bzzBF4RPdIGbZRxCNqiBQbxmc4fKwR9fYKomcr6hgWizRkjzr9jDf0BgG7NA11mkatg2Vhs57UQtnTi63vvIys996i6319dxz3nl0r0hpBr/xy19yjG3TZlksTCTod9i9EQUBv8vJ8aefzvPHTsPZ2UlsQH9ueOutTOVpF7rQhS50oQv/U3B2dGR+FgSBrHicfQP6M3rzVhRBYBk2VVXVLJs/nxX33c8FVdUkbZun5i/gzs9nohwWEwD4fD7uePttXrnjDs74+BMKN23hudde54J33mbgsGEkEgleOfdnXLRrN5IgMOe7RagfzKD3wIFHjFO5cQOTBQHdtjMdq0Mkie8sk5GGQUJR0E88EW9acvKH+V//9NM/Okfx/Rk8ds012FXV9Kncy0d/+hMX3nsvZT16cPFtt/HKlVdyclsHCAK9LIutc75mXyLJyWnT7X6ywgOhToYrKtmCyApJ4pcXHMqlXC4XR59wAtvXrePR8RNw1NaxOxxiiWHQatvc6vGy6dip/HHbNsa0tOGeO4/fX3wxA8dPYNp5PyO/oOBfu2ctrZmfV2tJTpVlJhyopl4Q+EtFb4aMHElUlqn/02NsfeRR9gkCv6iqTnWseH28F41wLAJfiCK+wkJGHma43mCZ1BkGIctCsw0u9HiYGYtxptvN7FiUz2JRBARsbPboGnf7/Pw5EqZUlonaNpYNDwc7OdbppNTtZqrTRbVhMDMeI1cUGaYoHDRNeskKLkHk/WiUKkOnn6zQQ5b5Oh7nNKeL7YZBh52SL4NUAUq1aXCGf6PA/QABAABJREFUy8070QijVZXHgkEezc7JxHKnuTxs1XTGKSqXeFJExxm2i4eCnQxVHcRsi3t8fr5NJjgnTYT4BYGdmobuy8t0FwAo2YWEalKEmVMQ6LAOeWXotk1VXk8a+4zGWPoR2R3NDMZGEmC6M1U9/6FhY044jYFL3mXAqg/payR5rbg/5affReTgLr6Oh3GUD8OMdtC7rY7GkgoCx1yOdGATLTuXIQgi05sqGSHanOly02iZnGXZXLjha/KOuRxRUlADhUTqduEq6EGkvhIEkZLxKf9C0ekl1lBJw6rPKR53FkVjz6R5wzf4ew4nuH892X3HEG2oxExG0WKd6OF2isaeRc6ASTSsnEnTum9QPP5Ml37KpDtB6TGXUr/0Axw5pWT3HZMx2nbllBI8sBHVl4tlaLTvXkmyoxFvaV+a6vdQOPpUOvasOqzrP0TL5gW4C3vhK+2Lr9tgku31GX9P0ZuHFmnHmV1MJNjGO7P2w/ALcAkilqFTv+xDhL/q2JddXrL7TSBYtYV4aw2qPw81UEDbzqU4sotRvNmEN37Bu4/dwyvvfsrqNnBPuJJH5tcR3PwGcdGNEW1H9eWiuP0E9zWSm+5IsfRkZu6QKubL7jsGIx7FV9KH+pWfEejbk1jTATxFvWjb9j0FI09BlGQsPcmBr59HUl34ug9ldL8i3n/y15l5a5rG1OseBaBjz2oS7fWUTEzJUwuCQFbfMQRXf4x19OV80pTNV394k+dvO5/Bg/pnxrBtm5t/+ydWRUsQXQE+/v5x3nnkVoqLCv+ld0sXutCF/zq6SI0udOFfwILvl/LBlihCQYrRf/n77YwauovBA1N/3IqKiiiwW2mzbYL71lMwcno64Cvng8XLufYS42+2gec4LJqMJMGqTRSOnA7Ah7sayPv4Cy477wx27q7klj9/gdhzIrZts+6+F7nlrIkcONjMsRNGM3b0CAAi0RiilJ8ya/bnkz9yOge3LyW59EOKx52F7PKB/dMqkgcM6E9v3qfOKEeUVdSDa/nZrWdlPj/2mMmM+Hox61tNbEmlj76bKy78Nfc++hxVbQk66/fTWjgBqTS1wPj691uYOm4/fXr/mIx56i9v89q8TeiiH+QwOcNPItlWh+rxY++YA4FSCsQgQ0f15b3tOmJgOAB3P/cRr/3OR0dHJ/369f2nusOV+w7wyz9/TrLidLr1sQmtm8m0voU8eu/NR2xnGCakA+z2ncvwlg0kmFtKt7KjEbZ+DoKP1podSHtWIYgyReNS18VX1p+27Ytp254ySRNsHUtL0P34awge2JQJQAHc+d3Zs+gdPEW9KT36IiAVGO374gmy+oyi9ru38Pc4KpMwuPO70bTuS3IHHp0x/q79/l1MLYEju5h4czWCIBJvrSXZ0YAgSTSs+hxfaV/irXXITi+u3BThUHDUCbRuXYTqz8uYxgNp2ag8isacTsPKzyidfCEIAgeXfoAgSAR6DkOUVWzToPPARnqcdD0dO5dRMOIMBEHAldeNeFsdrtwyOnavJNq4j4LGvTSFO9hpGgyQZWbGdSRgbTLJUapKD0lmSTJJm2FSIst8EYvSU1E43eVmu67xYSxK3LR4JhyihyyzXde5yJNqy/cKAi9GwuSJIvWmiW3BdLc7Q2jELYutmoZPFHklHKLNtrjTn4WChz+FghxvOsmWJBYnEuSIIr/wpbSIP4hGkH+oClMdfG9bnJv2f1mTTCACpWkvkC/iMTTbZqzDQdyyWBBP8HNf6vjfxeNMdDoollLm5Lf6/BkC5r1ohIAoErds4pZFf0XOSDGd53LzULAT27a4xutHBSpkmcWJOFPSnSFfxWPs1TR+3dlBNgKymFqAeCgrh12GzgfRCAcMgwvdHm7vaOMoReXX/gCz4zFOSCd+Hz/5JD//7jsSb71Nz3SycKnDyRNFAebqBklFQT7zTLY++wztpkmOJNFHVtiV1EiIFoMUhYfDIS73pBY29uo6XuHQu8WwocY0uM3rQxZFOq0YZ7hcvBOLki2KVBk6McvCtgWeCQXJkyRU08QnKXyTTHCVx0u7ZbFb03nWCCPZNjen/TxClsXceIzmTz/lrYJ8rnz44R897y3xBDNiUbpJMpWGzrnu1ALBcU4nO3UN38UXsfL++zm/OkUqJpetYMbvfse1Tz4JpJKdF6+9FsfWbSR9Pib8/neMmTbt779g/hcx/4MP2Pf++yAI9Lv8Cqaec/b/9pS60IUudOH/Kaz49lu2vfMOFgJjbrieEf/Ej0nvW0F8TyUuUSRsWdC/Pzc+9CDv/fa37Pl8FpPjCa7buInHLr+SO0gVDrgFgSlr17Hq+++ZfPzxPxqzo6MDx+wvydMNPovHOergQeaccip1f3oUX3k5E7dvR0oTFdNbW7nv7HMJRMJ4VJXy88/jmkceoeeYsXzy5Vf8tctFAfBBlp/Jv/891110EVs3bKChuppx06bh9/sz21mWxXsPPkRi82Z2drRzUU0tZYIIHZ2se/lVtp5wAkNGpgye7b8qPLJFgUDvXhkpq4htMdLp4qy01OY4y2LlrFn0S3v7QcpH7+Mbb+LnB+sB+FwU8TgcFEgSz8QiDMsv4MamFgKCwIymJo5f8B0lixbz3rvvcM4HH9Ct14/zkr+HRM8e6DU1KIJAnWFyfnpeJbZNRTzO1F/8gpUnn8KUaIxEuhtB8R26Ni5BIE8QMPZUMvjSS3j90T8yXlWpNkwUj4faPzxESTiM6/EnABBIxbISKT+5nmk500WJOPeHgtzm99MtfT8XJxIsTSRos6xMcUl3WWZNMkmlbmADVYbBVk2jSJLYaeiINnwQjdJg6pzscrPTNJjscLDor+6+DSiCQJtp8m0iwQSnk926Tnk6p20yDEY5HESsQ0UrkiDQU1Y4O10ootk2ibRM1w5NY7uuc4XHy46Og+wIt6P4crAMjW5N+9ipaSwWRUolmdXJVAdxb1lmjuolfva9FDk9hLYt5kZBJ0918kI8yZcJnXzLYm12Gb1Wfkow1M5+0eaj4dNxTL08ZShfNoBkR0NqwXzWY3yUbCW8r5lr2mqxR52BIiv4+owmtn8NIvBGNMJARaHVsuhds4V9WxYgCCKJziZ6nnRdRq5J8aYq86MNexGAsimXoEU76dixlECPYQiySnD/hkyO7ysbQPPGb3EX9cbSNeS0Z0bx+LNp2/odzrxyque9gjO3DAGB7L5j6di1ku4n/JxQ1ebM8QAkp4fg/k2UT70MQZJp2TQf1ZdLdt9xmcJAIx6mecO32JaV8nSsGEDrtu8pm3IxABHFSbTpAAgC2f0mEDm4C1+3wai+XFoXvUpe2gfHU9QLM9ZJrK2OREcjzuwigvvWE2+pJdb8PqWTL6Bt22L0WDClaiCpVH37Es7sQmR3Nmfd9HtMJNwl/QhvXkCg9wh0TxGlo0/FSMSo+fYFAhXjSIbbaN+5lNyBR5PdfyK1C9/EVdATS4/jLR2Ap6gXNfNfJbtiFKLbTzLYTLShks69fkTFmTHzFhUH7sKeaOF2VF8Opn1IigpSHW69vEmWrfkSCwt/r+HosRCKO/XMipEmAr2OQvampLUTpeN46/O5PHEYqVFVVcXKZhW1JEVihMom88I7n/CHu49cWzgcDY1N3PP4q7QnBIq9Ak/99hf4fL6/u30XutCFf4wuUqML/89jT+U+lq9Zz9iRR/3TLo4NW3dBdo/M73qgBxu3bM+QGrIs8+yvruWPr3zEeit0RJeAISgYxt8mNR7/1fVcf++jxPMOtTSK/mK2VO4B4LUZnyL0mACkFp6TxaP5zRvzyB99Jl++sYTbG5s597STiMQSNK6ejezy4i9PVV4VjDiJ5o3zaNuxjNweAzmxX4CstOnyP4Isy7z75G946uV3WLtlF063m0++XkS/it44nU4EQeDVx37L0uUrSSQ0pk65iN8/8RLzg2XIHg8tsRby/YeqFJLeYnZV7vsRqbFj5y7eW9uMf0jKtKtx7ZfEajaDbdOyawlLvp/JPX98kYa4izdmLcI5+qLMvk1CHmfc8Qx2fl+K9Y94+fc30L3b35f5+mzOfBLFoxHS19E94FiOHe//USBxzSXnsuC2R2gtmoge6URyNGGbOu6CHgjZ3XDlDSArqwgjEaFz77pM8KRFO1HcWeQNOZZ4RyNGLITs9iOIEp6i3gT3byRvSKrypG3HMtzFFZnA6Yd7q/py6axci7uogs7K1RjxILLTi6e0P5aexN/9UCKnerNx5ZZimxq+sn7ULZmBv9sQvGUDSO5oRQu10hHrRJBkVF9eZj/Fm40WTVUIWnoyE8DF2w4iCAKhqi0UjTkjUzlVMvF86ld8giu/G96S1DPi6zaY2sXvEug+NPM9z+ozitrv38W2THIHTSG733hs22b5nKf5Q+1m1uo656WTmxGKSo1pUibLnCfLPGkaABwwDH7p///Y+8sAqa603R/+baldu7xdscbdPUCAhAhx90xcJ+46E3clnkzcSIgBIcESgrt7A013027ltu39UJUCJjIzz/855zznPX196upaa++1pfa+17ru+7p8mFZKZqpAlKgyde7xZmEASdNkVjRKzLJwCgKlsowONOoGxZLE+mSSwTaFTrLMY8EAz2bnoAoCn0YjDJckKnSNoYqdu70+Xg0H6S4rbE0k8Ekic+IxskQRHTLVBHmiyGrD4IDTgcPfRigR52yXm37pqqTL3R5eCgZYlUhwmdtDyLJ4NODHtGCSqjJAsRMwTWKimCE0IDW5+zQS4Ryniy9jURKWye6kzs/xGKWSTAdJJGGJ7DV0FiXieASRTVqCLZpGo24Qx+IstwcZgSWJOFNUlbVJjRxJYqwkEbZiRCyLvYZON9lGjWnwcKCNMklmeiyKikBNRQX/uPgvJAMBOISM6Dt+PGc/8wwLPv2UDV98wRl2lbfCYXrabGSJAjf4fHwYDqEKIte5PbwWDtFBklgtiTyipq5vysg8iSQKLEsmSWCxV0sRC3+R3eiWxaKEwEUuO5uScbZqKbP0CkEjbJnc4vHyVjhEF9nG7W4Pb4aC9FMOEnBeUUQSRIqB5LffkXjwwd/IcdgrKzkrTbh0kiWWaBpT7XYWxePsHT6UR558kk+GDjvYXhAQWloynz956CFOmLcgZbza0MgX993P8EmT/sfJVG1dt47g3x/ipHDKH2VR+R729u1Dtz59/g+PrB3taEc7/t/A7i1b2Hfb7ZzgDwDww9atFMyaSYfOnf+wz1WvvMKH3nvhwAGksq5c9sjD2Gw2+k2dyrDpX9IhvWDeKx5DUx38msseF0Xcqvq72zRNE9GymJ+Ic4krZcY8Cpjx4osc88EH7LCrdDVSme8h08SqruLWrGxIJKl9/wNmFBVx1tVX8/dPP8XcspWPIiHG2lW2JDX62xSc/iCOsjI+eughst/7gNJEgrfLunDOZ5/SoUsXAD578kkGvP0OBUA8GqHU4YR0/FMWj1NdXp4hNcZdfz3fbdjE5Pp69trtZJ11Fmdefz1v7t0Ly1dwwDIZWX0gc3xOUUQ/pMJlzc8/s+rOu3CVl4PLTa2hkytKTEifn942hWtfe40LcvNo0HVKRImu6XnYWdU1/PDyNK58MVVhEg6H2bV9O6WdOlFUVPS75/fyt97kw9tuw9bQSF3FPmg5OBZdsVO+eTO9gyGQJD6OhOklyezRNLrbbCQtiwO6zj8iYYI9u3PMhRfy9YEDLJ4/H5fTxahrr+HEyy/HMAyemTUbc8dOpjocvBYK4hFFTrCl4iu3KDJUsbNT0zKEBkB3WeYb0yBmHj7PPGDqjLArnOty06zrvBwOcWWaaHks4CdPFBmsKKxOxMmTJU5xOOkqy8yPxxhvV9mSTOATRQzLIgnc5/EiCAI/xGL8IxyiUJLYkExyr8fLY8EAFhYGMMWuUmXorEjEaTAMFiWSiJZJdVCnUtN5NjsHlyjyuBbkoa8eYoevhPxwMxNbqwlLMsWixLJ0pfBFLjfzDNh77mPY0wSAt/+RLF//LbsEGzuPOQ9XcXc2bV0E1dtpSNoJHnM1FckYWl05ano+E2+rR1Y9CIKALb8TtJTztjOX0MjTceSWEty/mdady1nUfQxNe1bxD5cDJX3v1oVb2J2IocfDiOnzLggCam4HWrcvRR1eTKypkryBqeQXxZWFzZNL2561aKFW+CcLhmSwBT0Wxll4yLzYMglWbgVRTnlU1O8jEWzGNDRiDfsQRAl3x740bZhL4fATQRCpWTqdgqFTUwbbQOGwqVTMeYW23avI6T2WaEMFRiJK8ahUAl60oYJkpBUsk0SgiWDlJoL7t1Aw9Dg8HfoQqS1HsjupXPAuOT1GEY+EaF3zNbFoFMWdg+6vofioKwnsW0/4wHbiLbVIqou8AZOwubORFJWc3kdgmSZNm+bT/bQ7kJRUQlblgn+Q1W0YvrLBWJZF47rv01UfAuHqbbhK+xBvOYChxUmIEjVLPwcEfF2HkvA3UDB0KoIgEGuuRpDtWJZFwt+AINnwlQ0BQcC/d21mDmeZBpLiwDJ03E6Vo4aUHnYNmpubqQyBINuwyTZy+oyjad0cbJ5c9FgIvWU/jpLeGdUKy7L++TJiWRYpAeVfITDz5zVU1D3K3VecwYB+v43F73jyDcq9oxDcAo2Gzl1PvsZrj931m3b/3Ugmkzz16rs0BxMM7d2Zv5xz6v/yfbajHf870E5qtOP/aXzz/XyenbmBZHYP3l48i78e24vzTz/xD9tPPGIE372zCCM/9YJytO1i3OjzD2vTo1sZ/3jqbub9vISHpq/GKOyPEQswtEhG/YNJSGFBPp++8hgn/PUJfrVQNqJ+unROSUQ1NjaSVJuw+1Jl0rHWWgwr9VqN2XN56PXpzFi0idbafeQOmETbruWHbV8QRQbmWdxyTn/21dRz3u1PIVkGV51xNBPG/rG3iMvlIsvroS57KJK3iP2BBLX3P8O7zz6Q2q4gMGHc2Ez7/S1xZFcq2HQVdaV22XRs7hxAwB5rYMz9vy1Nf+HND7A8/QAI7F1PVvcRqNmpyYS/vDOTTjkf16QbET12Ym0GYrAJxZty+Y7VlZM14GgkxUGbVcYz70znlYdv/8PjKcrPwawOIDmzALCCdfz4yw4WrN3FwK7FXH3xOamSaK+Xz1+4l2dfeZtPtDCOgi4k2upp2bqITm6DRCIEFCGrbiTFQXLrbOwuH+Hq3djcxbSsnE4nl4bQ82gC6eDK5spKZ968jbOwjLby1XSceBF1q74hJxFBtruI1O0lGWzG13UowcrNdJx8CYo7h1jzAWqXfYE9u4RI/T5cRV1JBFsQJBuR+j0YyRi+3I4E92/B22Vg6p4aNpWqhe/hLu2FpSeJtdVmqkVati9Gi/ip+ul9PKV9qFrwLoJsQ7a7EG1KystD2oMe9aPmlKD4CjATcexZB0kqxZePml1EtLWG+rWzKRw2lWSoFVl1YcTCuArLMvdIa7eRbK9Yx9BD5MnKbDY2aAflzACeCwYyRvHfxWIcYbdzosNJzDSZHo3yF5cLSRS5ye3BsixmxmPU6jqNhsGZbicyIpW6xjNBPwJwq9eXWpAGzne6+DISodHUyBJFiiWZPjaFsYpC1DK5ML34vTmZxLQsHgj4KZEkHILAfU4XVjjCyx07Ea6owCkK1Bo6c2MxGgwDGTig6dzV1ooKNJoGg+x2KgydAk3jq0gYQVEImCa+tKn5lmSSp7KyUUSRZtOgyYAyWaTNhPF2lTXJBNekybaEafJ4KMC9vmzswBPBACerDoanFzw6SxIfRCPk/moQqWn4BJEr3J7MMS2Nx5hkV1mna5yoOvgkGuYWmxNWruKlUJiNqp1uso3pAlx4442snD0b5xNPkucPMN7ppNYwOEJRKJRl9moaIcvKGHLniSIdZBmXTeajPr3o7HKxq7KKpmiYB+wOitILCIWiyFMBP7d7fdQbOvWGQbYo0mhYXOZyZ67V04EAcdOkRrHTx7JYkIjjE0WqTSMzUanSNRQgioViWelJxeEIl5dn/u4q21jSqxcbJ04kOzeHJ6+/HlmWaenWDX39BmRBoEISyR0xItPHrG/IjAkgu6WFUCiEz+f73eeLrut89cabxP1+pvzlYkr+xEfpzzDv0085sHgJQl4u5z/wwG/Imn/G+oU/MSkUziwajfIHWP/LL+2kRjva0Y52/G/CyjlzmNTmzzyHxzc1s3rBAjpcfvkf9rHb7ZnKwENR0KEDu1SVDnoq2WOE3c4ruTlc0NRMVBDYOOVobhk37ne3mZubS+CYKWifTT/MX8sZjdGla1dedNhpa2rGI4osiCcYfUiyQIkosXnrNlRV5cEF8/l62jSWL1hI2YaNTFRVskSRJYrCAJ+P0AcfcZSugyRxTmUV3z/7LFe/8goAsW3b+FXUaahi55tEnNPTVaZfY3HRIe/ZfsOGkfv9LFb8+COd+/ThhDFjADJSVrqu89zxUxm0bTuyILDc7aL/iQfnaSueepozauv4iFRFQ8i0yBYPHrcqCKjA4wE/3WUbUctkXjzGMenx1FXu550rrqQhGsG2u5yRVdX8mJtN4V13cfwll/zm/Ho8Hq5/6y0Adm7ezFdXXMmQykr25WTT85pr6D9qFLOLChnf0EhHSaLaMNgX0/AlRFRR5HK3J5XUsmkz80eMJDn1eCY8+CB7PvqI6q++5gfFjp5M4BJFXnc5aNI0RthSfmOHSneGLZN8UWRJIs74dCz4XSxKsSSxKZlAC1sc63CwJZmkxTC4JS1VmifLjFLstJkmCqml2EvdHgyg1TJxCgJJy2KYYqdKT8W1pbJMqSTxcMBPgShlxnC8w8HboSBHqQ762Gw8HQpytdtDoSwTsyyeCPgJGTobNYkzHE68okTSMjnO4WRTMsmGZMr3QxQErowH2BluZrhi5wnTosIw8ekazabJeNWBQxAYIBjk/TCNAUaCFpvKpv5HURqPMKP/MeR1TVXwF4w4iYqG/bimXJ5J5qqtLSf68weYNjs2dy4Fg6dgWRY5zZX4TZPF/Y/G3rEv6ooZlOgx9gBZU69H/cqP0laRufadbXay+xyBMP8dookINb98jOzOxubNAyxqlnxKlmIedp2McDO6YVJyxFm07V6VmcMFq7bhKu5Gds/RNG74kXBtOTZ3FvWrvsO0DMxEhGSwGZsri0DFRhrWNaPmFBGs2Ii3bDA5fcaxb9aLCJINQVZQ3FkHb1JBwFnUDXdJD5o2LSS4fzNdjr8287WjoAtVC95BVj34y1dRMOwE9FgYT4dUzOgq6UGwcgvO3A5k9xmDp2wgDau+wdNlMHZfIYFQA7Ha7fi6DiWw/Reye43GNDT0eATFm4cRj9K8eSGizY4eCWQIDQDZ7sRXNjg9TAFXSS9ClZuJNVYgq26yR46ieevPZPcck/EUadu1AmdBF7RYiNplX6QkshQVyUzQtPRj1NyO2H0FGc8QxVfAvlkv4S7tCZZFTr/xdLRHuPOU3uRmefnHR9M5+sixdO7UkUXLVhLO6Y8Y2Iin80BaNi+kYPiJxFtraNo4jw4TL6Vl22LCNbuxZxeR3bKBv/794LkEKCsrY2RuhLWhZkSHl6b1P5Ld51j2enK568WP+f6tR38jhd2SOPg7EiWZptBv5zD/Ch99OZMZv2wGAU4e04fLzz/jX/a5/v6n2Sj1R1IcLF92gFj8c675y+9Lo7ejHf83oZ3UaMf/0/hs/hqMomFIgFnUny9/XvOnpMbIoYO55fh6vvllIwIWF583jrIuv5+Fdcyk8XhcTn5cspqiMh9XX/znDLzD4eCBS6fy8ufziBsigzq4uf7SmwA459QTWPr8F8i+AixTJxlowpHXibY9a4nW7aFk3DnsFwT04lLi235EtOcRa65Cze1A287leKUk91z3F4LhKC99v41goBVRVlj792ks+eR58vPz/3Bc6/fWI3lT1QGizc7ehsMDtkORo8I+00AQJSwrVV7r6ZxaZNcb97Bl+24mjh+TaW9ZFjuaLQL+NeQPPR4t6sfXbWjme2dRGZWb59MjLZGU1XM0rUs/pHuvviiCTlQyMsGSIAjopnTYtqPRKE6nMzPWi885nTVbnmLNAZAsA3vLXjbkn4qEytpNDcTf+Zibr7wIAK/XS1iXyBuTIjoUdw6tbTXcduEJLF23lXl7NmNIdkYW6Lz33AtIkkQ8Hmffvn2UlJQQDoc57oZnULOLaVgzC9FmJ+FvoMPEC5EUB3oigr98DXn9J7H/h9dTgWAiSt6go8jqOgzS+wRw5HXAWViGqcVJBpto2bYI2eHF5s4hWLmF/IGTqZr3Nq6S7oddD8vQ8HYegGnoBCq3pMqSNy0kVLOT7O4j8HUfRv2Kr8gfegzx5gMo7hxMPUGkYT+y6iK3/5FE6vZQNf9tdC1O85ZFFI08GUEQaFz/Q6qMOREl0VpLy9ZfiDZWYPPkouZ1QE8TNQDOhj0MVhS+j0W5JL3QviIRx0wTGLuSSeoNg3OdLlYk47wcCuARJArSPhaO9MLy59EIYjruEwSBUxxOngn66SBL1BsmZXLKqDuZNgSPH3IuApbJVl3jAqeLRsPgtVCIElFiazKZITQABioKf/NHGGFT+DEe4wqPB0VIVUNcVFtHB4eT5wMBuis2/uJyU28afBKJ0E2RyRFFforHeTwrh+z02J8LBkgADzicfBeLIiDQYOic6HDwYNCPbFkIkkzMNBkuy8Qtgw8iYXofopW9UdO4wuXBkb6P7/H6+CIaYXh6LSJPknALAs2GwbvhEC2GmSFEAAakjck36DrdJZnPoxH62w4STDd5vTwX8POVFaVnx46U9erFL9Ne4dikRq0osCYRJ2mavBYKMMjuwCemZBDKNY3OsowiCBnD9CW7y9lkt3NHJMojmk6R62CY0UW2MduIcF1rCwMVG9e5U5mCLaZxGHnQwyYTliRKjzqKlh/ncobLxYxohL6yjc+iUewCrErE8SByenY2VSeemCGM/X4/X0+bRvmevQSbW2hzOsgWJWp1nYDXw70PP8TOTZt47dbb2PHzz5QBTzlV+vQfQPHkSZxx3XWZceQOH8b++fPpYpiYlsWWlhYaLr2MGz/5+DdSd6Zp8tz553PSkmV4BYEvvvuOM76YTseyMv4TfP/ee9gefpRjk0lipsm0PXu5/fPP/rRPv7Fj2PjmWwyNp+74jR43/UeP/o/22452tKMd7fj38POMGWx95VVkLYk6aRKXPvooXQYOpFxR6JVO1tjlUOk2cOB/aft9+vdnzaV/4cfPp+PQNeqPOILH33iDpXPn4XS7uOWoo343Bv8V17/6Ks/b7az+8itGWhZh0yQ4ZDDNzc04G5voLNtQBYGuoki5cTC5pNU0safnNE6nkwvvuotzb7uNFy+5BH3laiKKgu+Si/nhpZfwBQOgHoy/JeOgabhZWEgsHYeVyTLva0nMaAQTmGRTmPfsc1z7+muZ9kUlJZx22WW/eyyyLHPVF9P58uGHkeNxep9yCiMnT858b0t7ep3tdDErFmV/MkmDZfGoTcEuCHwcCWOYJuc4XXRLx1XL4nG2a0nW5OfjWbeehmCQJkPnDm8W2Gz0CIb56vU3fkNqzH73XeqXLsX0ZXH+Iw/Te+BAShbMZ8emTQxyOlnwwIPsf/ppGh0OvhzQj4a16zk7Xa0w2KaQk44LDcuioygyRRBZ+90sFs6ew43p7z7bdj89JYnTtRShNTc7i3W9epOzYgUvhIIMtCnUmwZ2BFosEwn4KhohYpoIFtzk9dFo6OxIJnkmECBXFElYh3uZJbBQgLnxODd7fSiCgGVZDLcpbNCSfBoJYyHQahjYgCtcbn6Ix3jAl8XMWIxGw6BAkoiaJvt0nVdDQUxSCS6F6SQWhyAwWLGzTxe5Nh33T5YkvoxGsCyLQYrCw/42jrDb0YCZsSiXuz3YBYEHXC7OjeuMV0R8osggm8LD0RgDBYsXggfIFkWIwUML3mRtPIaZrsKwTIOW7YsRbArB/VvI7X8kWrgNtaAzOb3GYBoajet+oGbZF5jJOB1CbazVNOI2lY5zXuL5um14RJGluslLW3+mddAxfL/gdU6QU+dwdnYHvJvm0S/UwOrT7iHLm4+hxama9w6yy4fur+OHOR9x+YOv0ODsgS3egk9vJpzVC4DsnqMIVGyk6qf3SbTV0e3kWwEoGHIc4drdNK6fS+mE86iY/TLeLoNQc1NVBUpWIaHKLUSbKjGrt+LftwG7L5/Ox11L/apvUbz5NG9dRMGQYxEkmeqfP8DmyqZ+9UwAcvsfSev2JRQMTSkitO1agZrbEclmJ7ffBARByMhf/QojHqb0yAsQRAnJpmb8LZz5HXFMvIT48n9wSn8HP8ttBAvHgyBSvehD7FW5iKqDgqHHA6lkxUj9XgRRIhlqJhFoIhkJoLhSJFu0oYJoUxWCZKNweEqaC8vKEBoAiicPPR4mUldOXr8jUbx51K74iuE9O3L7Fefy0LT3qbMfjMmd+Z1QPDnY3NkonjwC62cz++On+XzmPD7b6MfydeLVb59haJdsinN9iGEQJBtauBVXaW+qvn8RR3EPsnqMpHHdHPIGHkX9mu/Ro23kdiukqPBwHx5BEHj9iXv58tvvefPT7zD6H5NRYWixvPj9/t8Yhxc4LVrT6yWmnqTELfGfYOOmrby2cC9WYYrIeXvpLvr3XM+o4UP/sI9lWexu0ZE6pM6VlN2BVTu3cs1/tOd2tON/JtpJjXb8P41/LiL8bVFhCn6/n9ufeI2mKBQ44fUH/3qYfuwfYczIYYwZOexftvsVE48Yxdade9hS0YhhpXRi3W43Jx53NI+88gGNsRCCKKKHmhEKy1Jm08EmYo37cRaWIXvyGda3G91K89i3dyeBfWsZ2a0jl513JUMG9udvz7xKoLUpEzjEWmt5atrbPPvwvX84JpdsHWbQ5ZKNP5xMPXb7Vdz08MvURgTM6p0w5CD7L+WVsWn7zsNIjWWr1tIUjOLrPpLmTfMJ1e5GkBRy+6Yy0Pzlq3EUlFG/Zhay3YmhJSjx2Pnh9fsxTZOr7niIjdEAgmxHaNzBlFMHc9uDT7G5oo7aunrcHfuQZ9N48qYLGNCvD6Io8urj99DS0oLNZuPkW1/AsqUCJ9FTyIa9Ww47nlg8gSXqCFJqIpSV5WPkkAFMnTKJi3fuJBKJMGTIkIwcjcPhoF+/VNXJk699gJTbBVlxkziwhVyAI85FUlS0aABZdRFtqiawYkZKHsqdh5zvTBEapAiJQxFvPkDRyJOxubOJNu4nu1cqiyVcvY1wbTmmoYNlEWuuRs3tQGDfeiTVTdPmhQiiRMHgY4jU7yVSv4fs7iOwjCT1K7+h+IizqF0+A5vTS1a3YUh2J6EDOzIyWe6SnnjLBqHHowQqNhGs3IKnYx+ye4zEkdcR/74NtGxfiqSouDv0QYsEyOk7gaYNcxEVFatuDyfsXcW3ySiVWpLXwiEKRZH9us6RqsrX0VRm2RS7Sp1pZIyvnwz4D5uEyUKqguHZYIBBmkJP2ca8eIxRNoVvYlHG2KXMQv3ZLjdfRiL8HI+zJ6nRX1F4KuDnGKeTBtPkSFXFtODrSBhNEFieSHBOeiK2U0tyjOqgXNc53+UiV5T4LBJBwcpk9nW2yRm94hJJpqcsM1l14BFFwpaVITQAiiSJZl2nXNMyfX6Jx+kuy1ToOoWKQoFN4VssArE4o1QbZbLMonhKQzhbFGkzDbyH/OYSlsXGZJKznakn1iuhIDWGgUCqekIA5sSinJMma35JJDgyrX+8JJlgiqrSZprMiEY40+mi3jAYaLdTIkksVFUikQhbysvxR8IUixJ1psnZLjebkwn8lsVRqgPTsrjD34YAPORNXbPtWpK1sThHqXbmGSanO538EItxvMOBZVl8HgkTsiwucblYrmk8lUwgJOLs03RqdZ0SWcayLGoMg76CSE7PnjgX/gTAaQ4n38Si1Bs6TkHgfl8230gi1ssvccXpKf+IUCjEM8ceh7pzJ6NtNnYI8GE4TEfZhipA72HD2LxqFWuvuJIzWtvwGwZfx2Lc43Tylc3GmTfeeNhv7pRrruGzUIg5zz1PViLJxaqKa+UqPn/00d94eOzauZP+y5bjSz8LzqypZd4bb3LZU0/yn6Du558zBqkOUcSzZQuapv3GEPZQDBs3jgO338Z3X3yBJQh0uehC+gwe/B/ttx3taEc72vGv0djYSMXf/s7paZmpqg8/Yk7Pnky9+GI+uvxStn83E0SRwvPOZdAhFQm/or62lhl3343iD6AMGsTFD/39dyUNL/773wneeiuJRIK8vDwEQWDKqaf8W2MUBIHbXniBxRMnMnfBQuSCfG68+252797NGFmmT7pqtossc2MywTTLxA60lpYwISfn8NhLlrnto49obW1FVVXC4TALxx5BlWHQaBjkiyJfSiJHX3ZpZv8XPfYYbzY1Y9+1i3hWFp0q9nFm9GCaSXkg8G+fb4Ds7Gyu+h0TcgD72LHU7tlHCTDM42HXgP4MWL6C72MpsiNHEAhYFi2mgc8QyZMkettsvNCnN0N69yb+2Wdc7HTxTSya2eZ3sSiB8nLuzc7hgCgy4IzT6T1qFK6HH+V4XSdpWbxWUcGd336D1+tl1PjxTLvwQs7duCl13tr8fFlYgOeqKxDfe5/Rip3P09XGIvBpJMIJ6cSIEkkkHg6BLwsAWzjMMOfBBeahzS20nngi4zduolSSCFgWkmXxRSyCKgjMj8UxsYhYFm4hFftliyLLkkkGKwqnOV081tbGU8EA57hczI/FWJtMYlqwQUtwtKoiWhbPhIJMUVUG2xTmxGI0mzoDbHZOdnr5IR7jgKHzbSxKwjSZHokQtlKVHpIg8FdPyvvtbwE/pmVlKoRiVsoL5FBICJhA1DRpNU0eCPgJWya3ebzYBYGwaaJbFqejMyOqERIExip21g87lfDqrzlDFCnXNFYnE3SxwFBs7N+7hrZuwwhVbyOnzzjy+k8iGWyhefNCHHmdULOLARAlG0UjT6bym2fpfNrtVBsa9y2bgdlQwVmNe/Gkf4fjZJEZu5ZRfcb9PLV5IdPDLQQsi6ZOAzmyfAUNBWXIacUAyaam5pr9J3Jg0Ye4XU6+fvk+1qxdz2ff7WWu5SVRvYPsnqNTBIHixF3ak4LBxxDYv5nsdHWBqSXI7TsOUVaQnV7ktJQUgM2VhX/fBrqddFM6adDkwIJ3ODD3NQrHnoN/zxoESebAoo8x9SSdj7sayaZi6klati0mUrsLWfXQtHEepqETrtmJPasYpbAMLRpEcWcj2FSat/yEr9twwge2kwi1HHbdsKxMFZogiDSGknw0bz3Oom4EV05HS8TI6TEGe3YJTWtnZfwVnUVdqf75Q/L6T8RV1J1EWz1NG39EVpzosSCCbKfLcddSt/o7WnetILfPOBz5XWjduSwtYWXQumMZkurCVzYYV3Eqea/TUZeyZ/E/mDB2JAvGjOCkS2+lUeuNZFOp/vl97L5C9IifwN51XHrieB6e9gGLtlTjG3IioQM7MB3FbHUPZZM/gKd1Pk5vMcHmXdhCNTiKelAwLJXg6unQh6aN87A5XJSOP4fyjXN58KmXqWiK4k+KKJF6xo8cwEnHTObs006kur6Zz/cdJHhzhCBZWVlUV1ezdcduhg8ZSH5+Pi/e/1fuevpNWmJQ4pV48p4/9t/4PaxYtxEjt3tG9MrK7c6KtRv/lNQQBAGnZPKrq4hlmTgk8w/bt6Md/zehndRox/+1+PK779lVcYDJY4YxdtTw/9I2TjmiH6/9vAsjrydiy16mju7xu+1uf/w1ttgHI6gS9abBHU+8yptP3PMf7euPqhsAXnn3E5ZtO0DVvt0kuhyJ7O2HGde47oHn+PCFv+H3+6GoLwUlQ7Ask+YN88jqngqECoYeT9PGeTgLyzDiIfqVFXP3DVf87n5K83yoOcWZz46cEkJaw5+O+283XsrVD75AXcKBW4hz52UnAbByzTq+mLsMWbC4/crzKSjIJysriw+efxCAPXsruOypz0kWp16wtoYtTLngoNF4PB7nb+/MwpCdGMkoeYOOJlJfgRb107x5IZZpYGgJJIeHrJ6jUL2pMuL65Z+zaOlKHn9/NgHLRduuT7EX9sDS49z40C8UTrwUpetgHKURmrYtRhh6PI+/PYPHbrqYp96eTtKSOHJQGZecezpu2chk81uWiUtOlQEkk0muuutxtrSItLXMxebNx1nYjdZ92zn1jmnk4aeBXExBZkTxfM496Sg+m7MEsLjm7KnYZJH5leDskCI47Dnnc0ruAV6Z/h6u0l4gCOT2m0hozit0OvpyIjW7iTbuJ1jVgLdsCIo7G1dRN+pWfIUjvzOR2t3kDTo6YwwnSjYc6QyezsdcRe3yGTgLu2AaBlq4jUhdOaLixNupP/596+k46S9YepL61bPofNzV2ByprKmmjfNp2boYS9fI6jYcxZMyQpPVfzIrs0D15VN01j3snv4IxaNPz9zL7pIeBCs2Ems5gLdsCNH6vYiSTOHwEzC0OPsrNuJH4AK7yhzVTVs8QgEQsywG2hT62VLySEsSce7PSh3fskScAlHi4aCf3rJCraEjAUsTcWwIPBXwUyLb6CnLKIJIF0mm1Tw8MKswdIbbFDrbZL6MRDjb5WaKw8F+XeebaJSesowgCtzj8fFdLMb0aASZFGGgAvmiyPg0ifEXl4ubQgHOME1sgkC5rh1eXg4ZrWtbOrvt14y8A4bO49k5/CMW5btYlK6yjEMU0UhpPY9Lywb0N03eNXQ0KRWinuN08n08ht8w2KNp1KcXtV2iyLx4jL+6PdzU1ko/m40zHE5+TMS51OVGFgR+Svd7MRigVJJxiAKbkyarEnH+5svKVL4sjsd5JRggV5I52+Hg21iUWGEBfx82nJvCEXC6eD4U5K40aTHCrjIjmvJt+DkRRyJVBfJBJEyBLFMmyVzudjMzFiViWkx1eLBpSb6KRmgzDfrabIQti+6yjfLRo8kZPIjEq6/RWZT5KhbFIQg0mQZH2O30kBVWvPUWYjLBKEmixjBwCSITVJV9mkaFrlEViuG/5Vb2fvARA664jJr9+/Ht2sX5LjeCIDDcDm+FQ7QZBm7Fhvb9HOZs2cpFrSkN7CxJorss02JZiLW1//zoQxAEJl10EfLrb3DEIbrVVpv/N20Vu52EKEH6PjQAbP95iKW53BiWlfFfibndv+vD9M845dpr4Nr2fKt2tKMd7fhfif3l5fRobob0O6GTYbJzx04ALnrgAXjggT/t/+HlV3D+ps0IgkDT2nV85lC54N7fTyz6d5Kn/ggNtbWs+/hjHPUNBDt1JBaL4fV6MQ4hyC3gmIsvpt+kidTfcSdj6+ppfPRxXtu6letffTXTThAEcnNT8WEoFEKwLC50uliQiBMyTRInn8SAQwgch8PBzR99mPn87FlnkVi2ArsgUCmK+Eb81+Zsv4cz776b9wwDuc1PlzFj6Fdfx7C16zMG1i8GA5zqclEkyaxMJiiWJLZbFre/Mo0NM2fSBIiCQLEksSaRwAB6yzZ6pc/T8nicZZ99TtXGTdydlgNTBIGcnbuIxWKZqk2733+wEsKyCNTWceNHH/Hazp2csmo1JzgcPKra6TR+PLHvZpIjSRiWxY+xGNIh0sQJp4utskR/PeV7sjXbR1FpCS8lE9ykKNgFkfcjYUokict9qftjdjTK3FiE/naV09OEyBi7yp1trWRJEkNUlfWJONOCIe7x+Tje4eTzaIQBssITwQAKFn9xeeiaPubOksQGXSNsWsiCwJF2lR/jMc50ujAsizfDIQbLCl9EIzyclY2aPu4b3R7u9rcxyKZQbaSSVRyiwMJYjKMcDio0jTWJBFHLZK+uMUax00uxIVjwfSyGQIzOsswBw2CXZOcZr5P7JDc3uPPQ96yirrgntYEqViYTXJRO2omaJt6WCvZ99wQzu43OzG8Uby5mUyVFq74h2akfiWOvS3ksbF9MV8HEIDWXUrMK0LUkzaaV8bwwLYvmsJ+93z2H5PSxK7cjal4HPLkdqNs4hyK787BkP0tPIogSRaNO4/JbH+TME6YgiQJrkp1JRvfgyOvI/rlvpnw8XNnEmqtJlDRj6gmC+9YjyAqOvI44cjvQsGY2JUecS/2qbyidcD6WBY3r5uDILc34HAqCiOzKQckuwV++Gm/ZYIL7NyN5cnE4vUi/JuvJCoIoYuoaRaMOEqKy6gJBJLh7OYG9a/F0GYwWbCanzxGEa3YQqNiMs6ALDWtnkz/4GPRYmPo1M+l4dGptoWXbYgTFhW/EmQBkFfYmsHMp7g4pL8/iCRfSvOBVWtVcFG8+3s4DMtLIBcNOoOaXTzAkHUSZkrGpbZSOPZN9s14m0VqHaWiED+xCatrJ+KF9sXcqpNXVDTMZO+SXLxCxZXHjg09z8qTRtDbVUrftNURnFpKaRd7AoxBlhWD5KlbvqCDU/URiWiU+INFam/E9kRw+Et5OLHjlNhRF4fS/Pkyg7eBaTarCpJWScWenzqkoM3f5RtRRF9O6YymKrw9NTZ2Y/cK33H/OaG65+mJann6VbTV7cUomd990AV/O/JEXZ20k5u6I94tlPHLZcUwYO5K3nrj7jx9s/wITRg/n49XfYxT2Tx1H824mnDn5X/SCm8+dwlMfzyMieiiUAjzw0I3/sk872vF/A9pJjXb8X4m/P/c6cw64EL1dmPP+Uu5obuW0E475j7dz4Vkn06NsPUtWrWf08SMYN+b3/SUaYyA40sGEKNEQ+fe1D3Vd54YHnmZrg4Zd1Ln21HEcNW4UqqqiqirTv/meDzfFEbMG0yy0kpc21xYlG/sDqZJhVVWRjTiaodG4bg6CfHjWrqoFyGpcQ+8CO3dcd+sfjuWSC87m1Zm3ASmiQY+00btHyZ+OPz8/j69ff4xoNIrD4UAQBDZu2cYdb81FKxmGZZlsufd5vp724GGSLN27lfH3C4/ko++XAALnnjvmMCP22tpaGk0feQP6E6zcSsu2X9DjQYqGX51pU734EzB0ItXb8UfayBswGTmvC4+89jGRHicRb6rC3mM8jrxOBPaswdFpYKakNeUPkdLnCSbgukdep63DRARBYPuyCryeedx58Yk8+u5MQpaDYluUvz2Ukvt68e2P2GYfhK3MSUEZNG6ch3/vWoqO/Au6ILB95zLcpd1RPLmsjLTx00Ov4x15DgA3vvA5d58zHlM+eC4EycYn3y/CjLYRb63D12MkNUs/x9tlEMG968kfehz5g44mULGRA4s+wlHQmaS/gWSkDVdJL/IGHkXz5p+wubNJhJpRPLkEK7fgLu1F264V5PQdjzO/E627VtK2exVqbimxpkps7lwSbfUp8++qbah5pZmAH8CeXUTdiq8oHHnyYdfc06E3jRt+JLffRCJ15cSaKukw8eLUBCC7mMC+9WR1S1WUtGxdhBYNIko23MXdESWZmqXTESUZU0viLOrONl8Bnt0/E4nHuMXlwi4IREyTN8MhROAUh5OTnS7eCAc50eHEsOCytHzSy4EAJzidGf8GpxDl22iYB7w+Kg0jNXk0Daq0JBuTCfrYFGZEwuSLIpPT9+NdXh9fprPwusgya5MJ3gmHuMrlpsE0OUpV6X7IRP+etlZOdjgznyVBIL+wkC+bW9iraZzmcPJ5NMrxDgcVusbKRIKT0u1dwKfRCCWSTNQy6SrJ+C2LK5wuXg8G2Kfr5IgSLXqMsYdMZF2iSJtpEjBNpgWD9JVt2ESBFYkEz2Tn4BIEFibirIxGKJFEXgmHucjlwgA+iESYZLcjpyeWk1UHH0TCnOV08UU0Qj/RxlSHI2X8mIhnjq1IFPlO1+lrU3gnGqGDLGNfvoLjVAe2dCZnZykVJliWRdCyaDUM3g6HSFoWj2dl02QYTI9GCBpGJrvwQpebJwN+ng0GuMjl5nSHjY+iEcbbVSwE3hw4kOdnfMnnD/6NEw+R/noqFGK0ojIhTfTcbVm8aZq8HwlzosOJSUpGo6ts46dYjHF2O5N0A9auZcGunbSddSYSHEYe2ySJ8+0qdlGkraaWZ/bu5WtAA053OImkZRl21NbS3NTEkpkzKejUiSOmTAGgsLCQvb16MmrzVmRBYINqxzd4MJ+88ALeoiJEILuwkDGTJjH3lJPY/s135BgG8/v04urbbuM/xdmPPsLb+/bSec8+mn1eBt9155/KjLSjHe1oRzv+96FX//583KEDXetTCUFb7Ha6jzvi3+qr6zq+yqrMMz1fEIht3/Fv7/vL55+neeZsDFmi9+WXcfR55x32/bolS9iyeDF9x45l6auvcvbylSlp1r37+PDmm/nru+/Setqp7Pn2O/JMi7ctC2PDBtq2bePiUBiAAkD+ZQm6rv8uoV5UVETzMVOonT2HiXaV70qKOe8QIkfXdf52wQUkqg8w6IwzuOi2W7n2/ff55L77EVtayBoxnDNvuOFPj7OpqYmGhgZ69Ojxp55SOzZuZP5V1zCkcj97c3JQjpxA5169+Ckewy2K7NE1bAicl44zOskyTwUCTH7tFb567jmCi5fQChxl6Iy1q6xJJJhuV3j+kCleH0WhyTRYuHsXXwkipztSkrYhn+cwn0Sp/wBa128kYhgsjMcZWlPD9ImTGH3fvZSffDKJSITnLrkEj8fDs9dey+vTv8Rp6ERKStCHDuGjAwfwKip9zz2bYDDIzJmzMGQZa/Agurz4MqMs2G8Y7NHixNIVs5ZlsTARJ4mFKgh0PmRuqAoC/Ww2wqaJQxCJYfFsdg729L13qsPBgniMQZLMZl3LJOJAKuEjqiU5zenkq2gEASHj0SYJAic7nNQYBkWSROiQhCK3KOIQBOZFI5zsdnOtx8uWZJIZkQifR8KMVuyc7XSyW9f4my+b2bEoC+1e9gSayTJ07vNl4U4n3XyoGcwxLMKJANuzS/Addx2VO1dwX105Uw5R6nGKIiICl+ox1gYbUwklpGJWy1dIS+dBTNi7nO8/rmac28dRLVWogsWLiz7C33Uo4Zpy7L481o4+k9eXf05/DL6TXewu7kXpiJNQs4vQokGqf3oPS9fYmFdGluomOfct5JxiDISMR4QWDbGTMp77pYnSwDpiVifU7CJ8XYdiGRoFw05I/R5jIZq3/EzpEWdhWRYNa2aiJyJUL/oINb8Tdm8uNlcWNUunI8kKijefWFMlWiyMHmkjXLOLZLgNNaeE4jEpHwVXUTcO/PIJibbaDOESqt5BuHYPZjJ2WCKWqSXIG3Q00aqN5HUbRFNVOR0nX4KpxdFjIRx5HQjs3UDnY68msG89ok3FWdyDyjmvItkd2Nw5OPIOesZZpoklHrz3BEGgqLiIeDRKq5ZEOkQaShAEbO5s4oEG9Iif5i0/YWoJDF2j87FXZWSwGtbPQRY1JNnGzNf+zgOPPcvXq/ah5nfC5vTRvGkBuf2OZEljgOm3PYbiLaDk2L8iygpGMk7zlp8oGHIcanEPanfWYu1ZiyDbiDbuxzQOT0yTrCR2ux1JkpAUO8nAAYxkHElRCe5bjyO/EyDQtHEe+U4B7Cn5KSMZx12SSobVigbx2dyVHDt5Ao/fffjz7f7XZmCWjsIOJHz5vPX1wj/1M/130K9vb245oZIvFq4D4PRjBjF00L+WOzx28niOmjAGv99Pbm5u+/yiHf9/g3ZSox3/Y2FZFu99OoPqhhaOmzDysJK6xTsaEEtTMkZmQR++W7zpv0RqAIwaPvRPy/UAChzQ8KtXhGlQ4Pz3XwIvvvURa61eSB3daMD97/zAk1+swC5ZnDehN1X1LYhZqZeiqWtY6f0AuG0pqSdVVTlvQm9e/ORL8kecQduuFcRaDqDmlBIqX8VTN53HScce9S/HoigK0+64iBc+/ZGoLtDRpXPJ2Tf/W8fhdB5c5P1u3hK0ktSitiCI1Kk9WLdhI+PGjjmsz+QJY5k8YSy/h5KSEuJ1u3F17I+3c3/irbVEaspp3bk8HYCZYOh0nPQXIKWV2rRpPmK0Fcq6AJAMt+HILSXasA9v2WD85asPC1TirXXUr/qO+lgLoqcQJb6WrB4jEHLKWLlpN7dfcTZXnjCask4lDB928B5oDcWR7AeP15HXEVl1Z7ZrzypGjwZQPLlIziwSal6mbShvIPUtbXS3KqnSihFkhYYVX2KKXjocdyZaxE/t0i/I6TchtQ1vXiarxlc2GC3cSt6AyWixMAd+eh9BkrBnFVI64Tzq1s4m6W/EVdSNaEMFoaqtJIIt5PafCEBOr9EkA40Y8QgdJ6ekAERFpXXXCmTVg6HFqVk6ndw+47DnlBBtrKDL8dfTsO579GiADhMvQlKcROr3Ea7bQ7h2Nwl/I878zjRu+AFEGVdpLySbnabNC8CyCFZtI7fveAKVW6hd/hWKJxvJ7sTU4hSPPYPa5TNoVV08G41yps3GmmSScXY7LlEEy+JqjxdZEOggy4QtkzeDQR7Nzjl4n9jkDKEBMNJu54dYhBmxKP1tCs60lwQIfBaJ4BCiDFJsOA4peRcEAfmQz1W6TqEksjgZ50KXh+9isQyp8Us8RgdRZLuu0c9U8Ioin0kinceOJWvW97gEga42G51tNtYlE7gQ6CHLfBmNUKHruAWRqzwH/S+mRyN4BIEqXccuitydnhjOiEZ4IxblaTl1/F9GIlzk9lAmywxWFPZqOuNUlRXxOHt0jcGKnaNVB2WSzMvBAPdlZZMvinwWjdJfUVicTLBaS9LDZmOiYmdFIoE3bfh4TJrEGKQorAsnsCwLDVicTPBoVjYvhYLcnZY+sOwq70fC9E6TGvmiyBeRMEHLolSSAIFG0+Bejw9BECiWZUYodnbph8uldU9XkDwQ8NNTtnGsw4FDFNmvaxR1LMUwDHbt2M7yUJBi4GKXm4YsL57owUwsEfBbFvd4U/vqabPxSihIFtBiWRnyA2BcMMTL7/yDSgG6JhKMtNvxGwb7tCR2h5MqXefTaJhHPT5EQSBkmrwaCpK0IGSZ9PB5+eCEE+mxr4J5psHcKUfz8PTpiKLIddOnM/1vf0MKR7D16U3ojTc4ob6BatNkSSzKaI+X1089mWunTWPNuefS2tzCjcdMOeyZ+e8iNzeXu378kebmZnw+H4qi/OtO7WhHO9rRjv8t8Pl8jH/1Fb577nlkTaPohKkcd8IJ/1ZfWZYJF+ZDWn4pZppQ8ueJRb9i8fffkz3tVcam5Ql/fvhhKkePpnPat+n7995Df/wJjo5E2fLu+9RKwiHynQK2unq+fuUV7EmNeZMmsuP7OdxiU3Ds2Mlr0TCW25tpX5lM8O6VV2JKEkffeivd+/Y9bCx/ff115h41g/IDBzjnnHMoOuQYbhgylGsam8iTZZY8+STTGhu44amnuOrF38pHBQIBvnl5GmBx8vXXk5OTw6w336T5hRcpDQT4vmdP/vLZp4dt/1domsbXd9/DJTU1INvoFgzx2t330tuuUGUYTJRt9FdtbP2n2MQOvH3X3eQHAxyrOthhmnyuaWT374+nb1/uOudsFp5/IUenqzKWJuJ4RZFRhsVIu8rLlklxh46MuO/+wxYEL338MT5xOtj00cfcLKVMgIc2t/DZs8+TPX4crW1tvLvtDjw5OVz66KNUXXop0666ihMO1KDMnc88AUa8Mo2jzkklSHHLLQC8e8MNdI9GWWLoJElVToxUFDYmk9SZBlNUBwWiiGbBvFiUcXY7NkFgcTxG0LK4Ok3oLIrHOFS1XxFEOss2EhY4TZ1vYlEudqbksV4Ph7jA6SJppdidNck4k+12stLER4NpkCWKjLQpvB4OcZXbjUsU+Uc4TA9ZxiEIGbnVcarKJi1JtigiABu0JN0kiR9iUb42IOgt5MJYgCbdyhAaAL0FgZc0kwJZZko8iPund9hc2o89Q6fScf3MzFyvTteZI8i8G41zTOVmZn4/Db1sEOEDu7DnFBEo6MLHjfspyi2hX8UaJtsVsGDVvjX82G0oppFaUG9z5/HJiNOwObNQc0uRytegZhcBYHN68XYegKR6cHcZSO6w1O+9bc9aErW7MZIxgpVb8JevpsOkvyBKMlu3LSLYOBdXhz4o3lwk1XXw9+jwIDtS1+XXRf5Q9Q6c+Z0RJJGGudMoKsilTvVQNCKljpDdewz7f3gDV1EZhcNPxLJMapfPOOzeFiQbdncOjet/JNFah2h34C7pjrOoKw1rZuHrNpREay2y04eZjBMPByiWAjRYFo0b5pJoraHDpFQCmyjbqFr4D7LKBpNs2EMyFsPbZRCCKGIZOsHKLfi6DUdx+bASYYL7N+Pu1B/Fk0vL1kUMzsuiOrs7Vk0VWqSNRKAJxZtH8+aFOAu7kAw10/GoyzOJiFU/vX/YvNuZ3wX//s38VKnz+bdzeOqhe9l3w8NsWPk1jvwyfN2HY3NlU7NpAYWjTifWWIEop+JlSVEzf7ftWI4RDaPYoxQOPZ5Q1TZMXaNu+Zdk9xqDmmjhvCP78szr77Orxo/mr6OgY1dadixFjAc4Y2xPBvQawhezZ3PE4C5cef5pPDTtQ9Zumk/C30jb7lVk9xyVOv/8fsKrbolEmyrRI35cxT0w+K3c4H8FZ550LGeedOx/3E+WZfLy8v51w3a04/8itJMa7fgfi1sfeo6l4VIkVxnz3vmZB/whjjv6SAAk4fAXxz9//u/GM/dcyx1Pvp7x1Hjm3uv/7b4N/jCS/WBALmR3QvPkIGUX8+Gy9Zw+IAujpRXJlUNOn3E0Lf2Yos498dp07rnsYLnoXy89j32VB1huqeQNmESgYhNtu1aRJ0c56di//dvjmTB2JJ1Ki7j20TdZFy7i5NunceMpIznr5OP+7W3k+FwYjSGktEyRnGij+J+Ms/4VVFWlQ7adyg0/IsoKyWAzzuw89FiI/EFH07R5IbZDNEUFUSIZbKZLto22mgraGoI4ckpo27kMb/cRxJoq8XUfTsPaWUh2N8lgE3kDJiE7ffh3ryRv4FG07lhG/drZCKLEZoefs+9tIZTVG/nHn7n0iD1cdu6p/PWBZ1izq4aEuw1vtxFYpkFw/yacBWU48jpiWSb+HYspGpfKkDP2LsGdXXhwnKE6bFIJ4YRB6+ovkPUYCU2m0+S/IIgSNqeXgiFTME2TZNM+rOzSTF/LNLAMHS3iJ1yzC8s0CFdvJ9a4H9M0kRUHBUOOJdZSTVG6uiJ0YCfByi14O6fM3BOBRkonHMzeyx90NLVLv0CLBSkeeQr2rEKat/xM87ZfKBh8DDZPLs78TiQjfqJ1ezD1JFk9RpCM+DGiAXqefT+STaVh3Ry0SBtGNIjNnU3+wKNp3bUCm8uHZHfhKixDlBXy+k/EskyqF7xL8+afKBhyPHU/vEJfARYkYhywBFYlkzix2KVrh02yfILIsQ4nyxNxJqalnxKWyZJ4nPHpjLgf09JGIdNkj5ak0jDoZVPwWwa9ZBurk0nyBYmv4lEm2u3kSDLfRiPs0JLs1W3s0DTG2VV6yjK3+1vJEWNolsmTgQBZokBnWWaIqvKpx82Bjh0ZOW48jdu2woKFbE7EUYEvohEucrkZZ1d5NxyiRtdptUyez87FAj6LRPAJAgcMHY8gsi6Z4IdYjL96DkpJTLGrrIz7ObWpgSJJYohNoVBMHXMnSWZdUkMRBM50uZkfj7MhmaRaN9AsE4cokCWK/JSIM0lVKdc0pjqcDFIUNiQSPB4M0kmSKE9qiOLhBKwswCvhECWSxHlOFw5RJEc6GGALgkDUstijJRFIyXiFTJObPN6MTvK9Qf9h2zRIyVjs0TS6yjLz4nF622wIgsAQRWGnprEskSBuWeSLEnULf+KObt25U5JRPF4Wx2PcGQxgE0V+sEy6yzZ8osgHkQgih1delEoyQdOgoySxMZlkWDqLc1MyycmiSIMo0WwYfBoJU6UbjLIpLIvHaTRNespK5hg8oohFiug52m7nkWiEwvp61iMwULEh/bSIT55+mgvuvBOfz8dVL74IwNvXX8+pDY0gCHSVJHZJMiWGQcus76m64w5GjhvH/1cIgkB+fv7/5+20ox3taEc7/vsxcPRoBn75xX+p7/HPPsuX99+P6g+Q6N2bax55+N/qt2/dOqakCQ2A/m0Bpk09gY6dOzHxgQeo/vJLTorGQBDoH4sxIxHnK9MkacHRqsr2tlYueOoZRpkmX0YjXJT2AQM43a4yzTI50TBZrdjpmkxw/LwFAMzYtIWL5/14mNGtIAgcd9ZZJBIJPn30MazWFsomH8URJ51I19pa8tLx23jFzqvffQdPPfWb4wmHw7x+yimct3sPAvDWvPlcPfM79r/+BqeHwiBK9C3fw7ePPMI1r79+WN9YLMYLZ5yJuHIlHFLt6QgGkGUb17g9LEkkGK+q7DUMdmoavW021sXj7DN0nkfA6cvm9XCIsYrCPt2g6IzT6TNmDD89+SQNhYWs2l+BN5FASVep3pGW4Sw5cgJH3HIzPXv25K2bb0ZsbsE7dAhn3XILFz34ILEtWxGWr8iMKVmxjyGVlfyUiHOG04UJvL10GR3OPINbG5rITidn+HSNmY89zlHnnEMsFuOdG27Atncfu1taqIqEuT6dAATwYiiAE4ESSaYwTTSc43KxLpng6WDKHLxK1+kpy9QbBi5BYIDNxguhIDd5vCQsi/nxGJe43LwbCZEwLGrQeSIYoNkwGKXYaTYM3oukqndOVJ18HYvRW5YJWSZhy2KSXWVeMs41TjdrkkmSlsUJqoOf4rFMnJW5LoLA+enr1KzrfBWLsdPQudzhQGwsJ2BZZAsii2IxJjocGJbFF5KdC4wIjbrGJeF6AD7btYRvsztwvdPFZ9EosgCzXHlUjJyKmlXEHKcXY/Gn+HevosPRV2BPS/ba3NlIWUW8ZRqsP7Adj55gQ14WweqdOPM7kz/4GKJNlSRa65CdPsI1OzESkcOOwdQS5A2YTNOmBZn/+coGEdi7Hi3ShppTSvHYs2jeOI+CYVNJ6Badj7+OmmVfgGVhxA9uT09EMLWDv+VYUzWKN5/CkScjCAJGIkr9orexlR5cOxAlG4onh8LhJ6Z/gyI2h5doQwXOwjKizQeIt9ZgGRqdplxJ3fIZFA49nsC+9Tjzu2D3FdK4/kdMPYkjryNNm+ZTPPZc2vbPJ0c0sLIKcRV0QUx7SOYPmkJWdD+nj+/AJ+tcFPVKxbbh2nJMLU7+0OOoWfAWpQW5BOV8BJtK0+aFyHYHZiLGEUeP5bu1lXg7DyB0YCdtu1cRb6lGkFWSwRYEQcoQGgDOvA4kqzdi75SS2Y7U7aF47Jm0bP2ZmoYWnE4nn71wL09Pe5tPf9qMqevUr/oGT8e+6NEAsaaqDNFlWRaRuj3o8TDezgMxtQRtO5bQpGuIigNXUTdiVZswds4jt8DLvJ+qOJB/BLK7A2anXhTXzOeiqUMZN2ookiigaRrffPBqxvvILkvk9BmPpKjEmqtp2baYomwXF140kd+DGK5Dlx3Yc0po3vADF56WSgBta2vj82++x+d1c+7pJ/+ut1I72tGOfw/tpEY7/kdC13XWVIWROqYyto3C/nz7y/oMqXHepIG8tWgzSVcJvtAerrn+1P+l48nOzuadp/7YTPvP0KdTIV9//BWoPrxdBhJt2Iu7tBcACVs2UyaMpu2HX9hYvZd4yI8914fDBn1Lszhi1DBM0+TOR19kc02ERLCBGH4cPSfg6dSP6IGtXHPRif/xmJ56ezqtxeOxCwIa8ObMpRw7cSxTL7mZoGHHTYzZ7z1PTk7O7/a/7tLz2Xjno2ypUZHNJGcP60C3bt3+43E8eN35PPL+D/ilXHJzbHR0GWzPmkjL1kVk9xxNy7ZFmHoSUVaIt9UjKk72NfmR7E6MYA0Ou51ThxQhqH62tx4g1NQGToXmxipKJ11ycEfpAFvxFaD48nEVdWPTgnfpOHkoNlkBVxZfLl5OU0srG8R+2AcNJ1m9nbaVn1HslZExCdeVkwy1IkoSY/p2oFTdSywWp+fYLny7aC11yzZQUNKZ00Z247tlW/F3nExeR9DjEVrmvgHCIQvHoozZWoEzvzP+vRuo0zXUvI4E9qwlt/9E/HvWkt1rNKLdQXDfBgRZIVy9DU/nwQT2b8LmyqZx/Q/kDToaT4feVC18F9GmEG3Yj6uoG/GW2kxJbMLfgKuoG8lIG/asFPmSN2ASTZvmo3jzaNq0gFhrLQgCFgKS6ia4bwOS4iSn56hMFUnhsKk0b/mJvAGTqV3+JU0b52H3FdBx8iWZNm27V5EMt6K4c3AWdUWyuwju34B36HFM2+rAFmzEd+odVLlzML97lusObOKrWJQzHE7ClsUP8RjjFIU50RibkklKZZlK3aBAlJgRjdBkGNgsiwJZ5iq3h4WJOBfaVQrTEgk/xmL0k218EYtiN00eDgQYr6rkiyIBw+TbSJRL3e5Mmf0Qm519usbVbg+tpsnKZJJOssz6ZJIJbQGCrW0srqvnbH+AjVqSv/uyKNc1EpbF3HgMCyiWZE51ungnFGK/rtHbpnCZ281LwQBXuj0ELYtZ0SjDbQp7dY08SaLNNPkoEqFUlulvt/MXp4sk8FEkzEUuNwvjMYYqCpplsVfXMpPpVsNgWTLB8nicDyNhckSRIlFkhWkyQVWJmCY7dZ3H04sPqxJxqnWD2bEoE+0qO3WNPFEiaRkcozpwiSJfRSNsShs25ogitbqOYMGzkQilHi8Rw6CnJB02Se0pyjwbj3G1XaVO16kxDI5WHXwVibBb17jZ46W3TSFmmsQtix42G6c7nVToOpW6zuhEgirDRJFT25ygOliXTHKey02eKDIvHmdZIkbYNDnH5WZpIs44u0qjYRC1TLIliYRp0WKZvBMK4ZNEckSRUTY7NgHCpsVUReHraJQTHA6eDQW5w+vjo/QEHSBpWRRJEsMUhfsUmf6azoVp0mlJIk62IFA1azbceeefPsMsUjLMimGgadqftm1HO9rRjnb8v42+w4bR94cf/vN+48ax8cOPGBxLOcGtSiQ4v81PYTDE9DvuQMnKyrSdFY/xV8VOgSShWRbPe9z0zsmhuOoACAIOQcgskEMqkUIbOxb5xhtofOFFzl2zNvPduOpq1i1ezNGnpJKs6mtrmTNtGogiVVu3cuHqtThEkU0/zGVRPEb0kO1alkVMOjR15SDmTZ/OqbvKkdMLeWfu3cfs9z/AmUhk2giCgJxI/qbvl88/zzkbN7FaklmXTDBMsVOja9QYBoMUhVbTpJMssVVLMtXhYGUiwdNBP3HD5Bq3J1MRcJ3bw+OBALYsH43fz2HtvfdxY1pe6oCisOmGG2ic+R131KYW1ZsNg12zZlE4bx7TdI2/O93YBYEDixbxhWFyzh23U3TMFLatXUe/ZJJm00TQNJYLBqc5nCxMxDGBSbt2M3PtWsYfcq6yBBErkbq2b990EyfM+RE1vUD7lGX95nodbVeZmzx4rizLQhTgbq8PSRAImCaPBPx01zSqDZ2dWpJi2cbjAT8j7HYuTnuwhQ0TWRS40eNlZiyKaVmsTiao1JJIgkC1aVAsifgEkW2axmYtwWhFZUUywcmqk7gAl6UrkGOmyVNtrXhtMnNjUY5RHWzUkiiHVErnyTLbtSTPZ2Wzy9Cp0g0qdI2eNhtuUeTraJRNmkaWZbJXlGgwDcI2G25JYktBFxzeQgr8+znf5eJNyUnLqfegttXh6zoEAMfpd9E2++UMoQHgyOtEw9rZnNNUwR2yCbKN3YFq7nONQ+8/icZ1cygaeQquwq40LPkM4cB2DF8+VQvfw9OpL1qoFVdJTxKBZpLhlsz5rlv+FaaRINpchZGIYhk6hqlTt+pbRJsd2eGh9IizqVv5NZZhULXgH9izSwALU0tQv2YWoiTj7tiPpL8uk8CTDLei9jwyldBm6IiSTLh2NwgSWjSIzZmKVdXcUqp+/hDFm4OVTCC7cxAlmYa1szH1JJGGfYiKSiLQhN2XT9GoU6lf9S3eLgORVTdauI3qsMywPt2pzSkjfGBn5pyZehJMgzdnrSV/5MEES3dJD5q3/IQoDaD0qCuIr/uC3CGTMbQkBUOPw9STGPEI26v3ky/HqKnZhpUI447WMbBXVyroSKipGtlZiBYNYHOmiY1QI/deOpmn3/2aVstNbt/xiJKMbHexe28lm7ZsIy83h817DmAg0rx5AQXDTjhIjFgWtcu+QJQVEm11qHkdKBpxUFpZiwbRAo1k9x5DtHE/mgmJ3B609pyQkgPbvJDCkacgSjZCcg5/vfJirr/vSVa0erEEif62r3n/+b8hyzKVYREpS03fWx3J8W/l7buvoHu3st88q0KhEK22IrwdU94XBaNO50DzLpqamrnwrudoKx6LmQgzf/nD/OPZB9uJjXa047+IdlKjHf8jIYoikmWgpz9bloWUUcqEy84/gwmj9rFj9x7GjjwuY2D3Pw2BQIDPf9pA3sjTAIG2NV/jc7kRJRnLMinVq+jX91KeHDKYeDzOsFOuJOEqwaz30yQV8MJbH2KTRH4JlSIVZUERKFtm0j+ymqamRp5/9DrGjR0NQCQSYfmqNXQoKaZP715/Oq6kISJIB4PMpClxzIU3YPQ7HaeioutJjrnwJtbO+eh3+0uSxDvPPkhzczOqquLxeH633b/CpHGjGTV0IPX19ZSWlvLupzPYvD2IZRqpiobBx9Ky7RcS/gachWXoET8dj7oUQRBIRvzUr/qODhOP4rbrL89s07IsTr76PhrTGRvx1lokxYllWQT2rSe33wQa1n6Pr9swWrYtRs0pwdOxLyYCjcEEkpLKMPN07IslJvnqqSt48vUPWdSSi+jJR61bx9XnHckrn/7AzvoIi2sEvH1PJysZp0PbChQZdu4qRxkyCElRadu5jNIjL6Jp/Q/kDzkWLRbCv3cd2T1HYySjdD3jHvRElPpV36L4CvDvXknHyZcA4O3YD//uVeT2HU/+wKOoXvQRzoLOiLKCHg/TuH4u2T1Hkgy10bZrNTZ3Fq6irtSvnU2ouiuYJoaWwDK1w7w0AIKVW4k2VGJZBvFgE6o3n9oVXyGIEoonFz0Wxpl/UDPVNDRIl6I787ukM2H2EmusxFHQGcmmYnNnE6ndQ1uoCRJRYnV7KJ18CaKs4OsyiKq5b0PFJgBs2SUMbNyJicU3sRgKsNaZhSvqxy6m5Kjs7hyC2aXMaqwiP9TMqU4nMtDdNJEEgbBpZQgNgK6yzJxYlEeysvhbwM+lLg+D0vI9Y+wqjwT8GUKjzTAImCbHOx28HAqiWRYdZZn3wgnsWPS0KVzodPG3mlq6+3w0mQZeUWSYYmd+PEalrlEopcyxi0SRrjaZD8JhhtjtmKSMJB2CgFMUudLj4YmAn5pEjCWJBHW6zmi7iiDAGekJtB04VnXwkL+VJtPE6xKo1jU6SAePL0eS2JlMUirJbEok0S0TzbKw0hPf/YbOkEPkikbZVWqMKMMUO9MjEaKWyRVuD+uTSd4IBelmUxisKCRNkwciIbpbUKfreEWRN7Ky2a4l0R0O6gyTfbpGV9lG1DQRBQhbJquTCWZHU+bnuzQBXYDbPB426BrbdY1NyST3eH2sSCaYo+u0JmKc43QTtyyazYMLFQnLImRa+EQRWRCY6nAQMU1sWIy1q7weClKp6eRJEuc5nHwYizLQZqPCNDlSVZkbiyLJNqZHwvjT2YLvh0NYCHwYCdNmGCQti6NUlY8jYUxBIGYYXORy4xRFusbiTBWljNv7OMXON7EY0u9IPx11ww18tWo1U2tqqTANwqZJUhAonziBkw8hdjVNY8YrrxD3+5l80UV07t79zx6F7WhHO9rRjv8DSCaTvH7V1SibN5P0ehjzwAOMPOpfy7n+d6ClpYUls2ZRXFbGqCOP/NO2IydPZva99zD7q2+o2r2TUclEJku/oLEJ79XX8FNFJcP8fppEiYL0dzZBQIiECWzYyNexOIoocLRd5bl4nNtVFdOyeM1m49kP3mfHmrU4Vq+m1jQpScceFQ6VAen3V0tzMx+fcQbnVlZjAdPiMTS7igMYlEjww8KFKCdMZfbsOfQQReYJcM4rr/zu8Tg8HsIC/BqZRi0LX24Oe0eOIDB/IT5BYKXLSc9TDi5Mblm9mhVvvMHejZso1TQmqCrr0x5pCjBaUYiLItsSCXrINtboSX6KxSmUJYolmf2mTtQ6WNmvAwcwGXLMFI6f8yO7RTGzsNzBgq2VlZz00kt89eijSH4/m7Zs4QGPDwFoMoyMP0UHCzavTRFBE885hy/a2thbUUGLpnHknB/ZHovxbiTCeS4nIgLvRSOMP/FE3l25iivCEUxgeixK9wvPZ+vatTTNnIWaPv+NpknIZqPRMCiQJJKWxXpRYLNgYZkmXRIJymSZz6IResk2pPSYfKLIWLudcekq55/icW5zuQiaFuuSCVYl4vwQj3GC6qSrzcbsWIwyWabRMLjQ5ebRgJ+jVAf5yAxV7PS2KViWxeNBA7uQul5HqyofhsOMSlebfBaNUGxXeNSbRbNl8Xk0wuJ4nIGKksmiXxyPcabDyYx4jHOcLnZoEZoMk2vcKoIgMFyBSabBl5EIV3m8JC2LaaEgt3i8BHSdtmEn8uSBrdyRCBCwLCwtjqwenN+IsoJp6rTuWkFOrzFYlkXjhh/Rwn4mxfyg2Kg0TMpFG2rNTqKDjkGyuzD1JE2LP+GivSu5VjQJNTRzXYuHLbEQdk8eZtVW9MqtCPEwB2JhEtEQJUechT2rgFDVdgA8HftQOf9tJJsLNbcI09CQHR5Kxp7F/nlv4esykOyeozNjbdq8kPyBR+Hfs4Z4S23mHCVDLSieXNwlPWnZ8hOCJBOuLQdBoGrBP8jrdySmniTacgBvp76UjD0LgPo1swhUbqPbSTcg2100rv8RPREhXFuOZHchSjJaxI9kd2GZBvVrZpI75Fh2bfgK77hRWKZO687lSHYX0fJlqAWdERWL4P7N5PabkHoGbF9KMtRK06YFKL58Qm1+9MqtiLKNUNVW4m11KO5cFlZvwtd/ErlDuwAg1azjncevYPaCxTzzTRBvnwk0b16IIEpozfuZdvflKRJDtHBmd8DmzsYyDeL+Bvb3OpUbXvwKNdHInoCN4nHn0rzlJ2zOg9fdWdCF5q0/03HypTRumJsyQq/ahrdTPwAitbvocOSFALiLexCp2UVO75QXkuzw4CjoQiLYiIBIjhHhp0VLWBkqwF7YAYCd8XwmnHYpn7/2BG7Z4Fc60bJM+pSV/i6hAam1Gc2SMguugiBgIPDGxzPwd5iAKIiIcg4bGgvZuGkzQ4cM/t3ttKMd7fhztJMa7fgfCVEUOffI/ry/bBMJNZ+86F5uuueyw9p079aV7t26/m8f29ez5rK1vIJRg/ty7OQJf9p25g8LaM0fjpzO0s8efiojEquRpJ0oosUdj92SMcF75Z2PkHtOwpNTmjIOWzuL6uIeyLKE5DxosG3m9eCBG06jc+fOmf/V1Tdwyb0vUBFWINrChZP68eBt1/3huCYN68HWn/ci5HVDjwUZVqzyc7Mbr5IKTEVZISj5/rA//L5Eyq7yvdz74oe0JkSKXRYvP3ADeXmHE07bd+5mxpyfyPa6uPaS83A6nXTt2pUt23Ywa9k2msv3oVsSRiKKZHeSP2gKlfPfwdd1KHosnJlwKK4sJFmmd/cuLF25hm8XrkSR4I6rL+SV+6/l0dc+IWaKOO1h5J7ZxCMraXK4adn6C7LTix71Y+oJoo0VuHzZHNmnkM6lhaxaUYuYVYJlmRSKftr8QTxOFd/6BSRtHgp8Dv7xyVfUFExBa/yFvLIhmWNbtauGitwjsA87m/rVsygccQJYJmpWAVLvsbRuX0K4bg/O0l607lhCp6NTZIxsd5LdYySBio3Yc4oz2wtVb6dw2InYXFlYlokoyeT1n4Ros2OZBpXz3yFYsRFvlwFEG/fj8vWgdsXX+LoORQu1oPgKSNaV4yjqhmRTCO7fhJrXkdZti8kfdDSxpiqyeoygdtkM3CU9EGQFUZRSpuO7VxFvqSFQsQnZ6aNt5zKKx5yeCjJba/B0GkC8qQpRcdC0cR7ZPcfQuGEuiiuLDhMvAsDQ4rSk9xVvOUB2zxH4eqTM0SKb5vNKNMpDbjenORy8qHhIHnMDW2c8xFWiyTfI7DzyMsRuw9CiAZo+vZ8ekSZqdJ18WQJUymSZNYk4I9ITqgXxGMPtdjyCSNgw2a1rGVIjZllolsWzwQAyIFsWUnpi1l224RIFmkyTu70+gqbJ9/Eo38di5EkCTYZB2Dw4ET7KrjIvFqNAlBEEeCsSokCU+FtWNgviMU50OKnRdZ4Lhzjf6eSAaifkcPCsTUEVBDYkEiyMx+hhsxGzLJzpe7rVNOlhs3Ov08nP8RgJyyKcNrIWBIEKTUMRUsaIL+fkIAgCs2MRNiSSPKlpjFDstFoGvdP+ILW6TpOhUyw5mayqPB8KcGsiQU48xmOH+JbskDTGmSkzzZBpsiCeyhaMmBaFksRAxc7CeIyNySS7NI3zXC5aolFE1cbRDgc9ZRsbk0k0y2KrnjJvH2FX0S14NhSk0GYj3q0M96hRrP7oE46w23GkfUTyJYmViTgOAZbGY/gtC8GC5ckEJ+XmgmlxtdvDm9EoEcPgpXAI025n0zHH0PuoyTx/x51cqzoYqCgkLIsnsPjMMLjd5c6Uob8RDvFhJMwEu0oPj5clHUq4tbI6U33is9vZoSgcEU9NU/boGn6ng+EXX5w5R9FolI/vvQ+xsRHblKNZ36kTqs9HXnU15bm53HLppQdNGE2T5845l9NWrMQlCHw7cxZTP/uUrr17/+kztR3taEc72vG/F5888gjHz52X8vlqaOSL++5j2MSJSH9QYfDfhf3l5XxzwYUcV32AA7LMuxecz2VPPvGnfRweD8qAfqj5uRQv+AnS8UFth46cdOop1A8fxq5161B/+BHtl8XYBIEPwyEKBAFFEBhlt9NsmryVm8PFLzzP0g0bMSyTF268EYfDwda5P3IFAp/HEziEJFHLwnbWxZzZL7UwOPfjjzmjshpBEBCAy+0qyxIJjk1LBhlOF5fffx+v1dTgr6omq2tXOv1BFfexZ57Jc998y9CfFyECayaM57YLLoALLuCLF14g3tBIv+OOzRBM1RUVrLjyak5obgbgM8vCq+v0tSn8KMAUm0Jlp444L7+cktY27F3LOK13bx4fOYrL3W7mxuPc5/XycDCASxDIkiTeCgU53pdFYzxOjihQq+uZ8QVME6VTRwaNHcugOXPYtm0bngkTCVsWC+NxtmhJppoprzDdstCzs1m/ZAkrbr6FPtUHKC8uYuLjj7FRUaib8RVn2e1kp/0Sr3S62NDUzLWLfuat226jtaaWMeeew9nXXsvr552PNx4n6nDyQzxGtiByvCTxssdFJ6+X+voGThVERN1gqMvNdi3JvHiMHpLMjkP8Q5KWRcyymB2LkrRABcKmSW+bQndZplLT6CXbOCJNepzndPJcKMhoxU5XWyomDlkm/nQfSM37hikKEgKT1ZT/2n5N48mgH4cFdkmin6yQJ8vkAXVGKhklYJpc29rCFIeDLrLMMMXO19EoAH7TotnU2a3r9ErHrts0jUlpCTNFEBik2LnbWcCBvM607l3P4qOvYcXaWbQ2VmLsW49ggSO/E6LNTtOmhSjefKL1+4jW78VIxpDsbhRfHkuCOdQZGu+NPAW92whCe9ZiO7ADLdJGxfev0L15P9eKKeNzjyhytRbiiSPOIlK3l0DFJmz5ncgfcix2XwH1a2cR2LcOmzMLIxkjGWrBVzYIV2HXlEdk3V5iLQdQXNkkQy0k/I1EGyrI6jESQRCJ1O0h2rifynlvgyhi82Szf86rKL58ZLuTaP1eCkecTP7gY2je+jNFI08mVLUVNac05eXhb0DSInQ+7e7MNc/pM45IXTm1S6fjyO9MwdDjqPj+JTofd11GVqp60Sfs/vzviKqLouEn0LrtF/KGnUPLjqWYWgI53sLEwV0Qxw9h9rpKBEFCCzZhaHFMLYkWbs3M8WqXfYEhO2nbuRTZpmIkoxQOT3mAWF0H07RxPgV5XdLX2cnND72AKysPtxlEEETyB03BSMY44YgujB4+mDPufQtrwBkEV3xF8/ZlaOFW1NwOmFqCSE5vdv28GjWnhKaN8/CWDaFp43zyBx8Dlknzpvl0mnIlgT1ryO4xEiyTlh3LCO/fiM2bj+Q4KFMHqSrrQz1MzUgr/n1rcXUdRqPl5I2PZiBkH/QElRQHjbZSbn/6HW654DiefH8OQVRytEbuf+qe333Gle+t4MYn3qZp/wHycrpic2ej1K7h/OtP5ts5C4k1V6NmFyPKCoJltpt2t6Md/x/QTmq0438srr3kHI6fuJ+KymqGDz3zv1wN8N+Jp199l6/KBQRfGXO+2UZNfROXnX/GH7YvKsjDipaDmnqZmrEgo0cO5MKzT/9N28qWCI6cPgDpCYPI8s27QXHT1LKZglGnIYgS+WYTxcXFh/V97u3P2N0QxtN5ILLam3dnz+Gyc06mQ4cOmTY7dpXzzLtfo1kiR/TryP0n92LZhp0Ul3r46+V3MPTESw/To5S04H98fh6Y9jE1eakgYK9lct/z7/Dm43dlvt+weSs3vfwNydKR6A0R1tz+CB+88HcEQeCxt76ktfRIikqPJBFsIbb6U/yWA1FSyO13JM2bFpAINme2ZSRjJFtrUGwSd7/3M3rRICzTYOtdTzPjlYd4+8mDgZ5hGNz8t2exYZDQkxQOm5r6fyJK47JPuWtSIWecfDwA8fjnrN61BVUyueCSU7ni8fdptLIQsoYQb6ulIexFlGSia2amKkDSQVFg3zryR5+RMScrGHoc7t0z6Vacxc6m/aj5XcjucwTJUAvxuj24inugx8PI6XsjEWzC5sklfGAnjWaqqiMRbELx5KXvCRFJdSPaUiSYIEqo2cXkDz6GulXfktVjFEl/HZLiBFOndPy5AFgDJtG04UdyBx1NpGEfdSu+onTcucgOD55O/amY8wodJl6UIonK1yDbHXg69Sfub6DkiLOIt9XRtns1cX8DNUumY8/KJ3fgUbRuW0yHyZcSPrCdwuEnsfebZ7BsdhTfQaJLsqkIwUb6z3iEzZEAjoufznzn6DsB/6oZ/KXLMGySTOvgY7F5chlgdzBSNPjGVYTYbRhGMkb/b57gESuK4HTxfiTMtniCBzQdjyhSoaf8GuoMnUtcHnrabLwVCaGIAnmiyPRoBBcCixNxHs/KRhZSFRCfR6Jc4nJRKMs0GFEMLC52uVEEgTxJYpLlYE4sCgJ8H48RNU1mR6FMlpkZj1EsSlhY7NI0SkWJHZrGRinJtqRGgZhgUSLOeU4n30w8konnn8/gK69CTQesQ+x25sZj1BkG74XDKEIqwN6haTzgy8ItipzkdPFlNMJRdpXnQkG6yjJL43Fu83qpMg4Gvyc6XGxOamhpI2/RhFdCQQpFkZ26Tr4o8nBbGwFMNMXO83Y72yWRpfE441SVNtNgQzJJlihQrml0l2X2pyf2AxWFf0TCXO5yM9mu8qqhU2xa7NZ1bvZ4eSkSZrJdpafNxupkgnvTht4AH0fCVOg6d3t92AQBKquZ7vPxS2kJNZVViAI0CTC/uJAHG5sRBYFVyQRnpc0li1wuGi84n2+Xr0A0LQaddgr5vXpRuXkzhX36oCeSLHn1FUbrBgPdqcmvXRAY4fWiFRUi7N6T/t0I2ASBAlHih5xszvvsU/ooCp9eeRXH7qugwSbjOeds7F278c1HH6HHYjR26cIljz1Kz/RCDsCbV1zJKYt+wS4INGCx7eqrOPvaa3/3Obhr1y4GrFqVkbg4rbGJue++S9enn/7d9u1oRzva0Y7/MzDr6lOERhr5LW0Eg8HDPCT+V2DeSy9z1oEaBFGkr2lS+e03hO679w/nOl889xwFL7/CMbrOPkniy7596K7YSbhdRHWNb0aMIq7YyL74Yq598w3evuxyWjZuYmAywXjFTtI0eSIYpIcs0/mMMxgzZQpjpkw5bB+ukhLagPNcLjTLYpHbxbF3HYzhPbl5+IFfHfSage0+Lx4E9vbozlUPP8SHf/0rx23Zik+U8Gzewhe33cbNX375m+MRRZHbPvmY9atWYZkmt48Zk5FeOe/223/TfsnMmUxpasrIyZ6uKEwbNICh4yfw8NVX4ff7Oa60FDW9SP8rjnzmae687XY6yjLfAj1lmR9iMbZrGkc5VKpDIWrn/Mg8USAOvBQM4HG58J54Itffe1B2uE+fPjyr2qkIh7nE5Waqw8GTsSgDi4qI9ujOlU88zieXXsZp9Q1gs9GruYWvX36ZG+bO5eMBAxAeeuSwcQkCFJWU8OBnn2X+l0wm2b56FX0EgXcjYXyCwBnuVEw0KBxlycUX0/e9D2iOxZlgT801+toUess2ZsZiAEwLBckSRDYnExTLMqc4nLgEAb+h81Y4xGUuD05R5LVwiJF29ZDxCARNg3rTYGk8Rptu0MkhE9Y0wqaZiWfaTItWQyNkWcQtC5sgUChKDFbsDLbZeCQQwLIsWkyDdckkD/uyEASBLckk69NSYQBh0+CrSISloo0TsrN4ra2BEXY7AdOkQtd5LCv1+4tZFks0jUgshOWvR7O7iIda8LTVYR82FXff8bTtXk3N0ukYyThFI07ENJJI6bmSqWtEG/bT+dirWFK1hR/2rMUzcAo2IGfQ0dQs/pSs7iOQHV6smB89FMlIfbWJMqKsYJk6nY++lJbtS7D7Und/sq2B0iMvyFT3N6ydjZGMpxLQFAeOwq7YVBeGlsSR3xlrzzoKhh5P08Z5qWr7WJiCwccg2lQa18+hZPTpVC34B4onl0SgAZszi4rZL+Hp2Bdvl0GEDuwkEWjC1BKoWYVYoWayswqJt9TiKuqKHgvRsuUnup50M1gWNUs+J1y/F0G2E9q/BV+3odSvnY27tCe+roNo3bmC+nU/kD9gEo7cEhy5JViWRWLt57zxwlMMPv5inPndsXSNUHULlp4kXL2VshNvzsT5xWPOoG3ncrJ7jSax8n0E10Gjb0EQEY1UopBlWcQqVrN33IUIokRUaSX+89tg9yLHWzj11cfYsbuckKMUvXY3iq8APR6m6ym3gmVRv+pbECS6TL0eQRDR4xHadq9AzSll/w+v0SXfw3PXn0NdUxvrEhJbDBlUL4N6dmLqmH58tnw/rSE7bZt+xNf/KJJN+6F1H/UL3yZnxGlIiQBd1SDNEy7MyClv2rGU1vXvUTb1ekTZRuP6H8npO46WwE6OnjAWSRR4+J1ZtKiduOLBabx0z5X0+Kdqjafenk5ryQSKSizadq9Cbd3Nuy//nZ17K/m5PIApiTRtmIe7uCujckIMHjTwN8+9drSjHf8e2kmNdvyPRpcuXejSpcv/6WFk8Mu2WoT8EakPOV2Zt3Yjl53/x+2PnjSBCb+sYXGNH0uQGJ4d4fwzf9+bozTHzcoDYSTVjWnooMcQ+6dKSnNjQdj0JX169+TOOy5B+SdZlKbGRlzFPXHmp6o3Co44j9c//JLH7r0FgEQiwc3PvE+gNFVZsmt9FbdP9vLk3QcNzz946k7Ou+1JkrIbKe7ng6du+4/PTyB5qOGwSOCg3CszZv7Aax99TVv2YFyArLrY1uqjurqaTp06EdYPZsUJokBTMErJESdhaHHqln+F7PRgzy7lwKKPkFQXseZqcgcfy4v/+Ay9++npfhJVUid27NjJoEOCg5fe/oiVWje8A3tj7FyZ+b9kd1KQm50hNACuveRcfl2qfPCZ14iVjiG59WechV1Rc0rxdEgRT87iHvh3r6J+1Xd4SrohtlVi6gMyAa6pJ7HLIp+/+RwDpl5Gc/0+LEMnf+jxBLf/THafI2hY+z2KJ4dEoIFYUw2FI6bizO9MrK2O/T++jq/rcGqXf0nHSRcjyDbiLTUZfVXLskhG2qhb9S2mlkALNJDbdwJ6NJQhPlLXQch8VnNKcBZ2RU5LUQmCgN2Ti6UlUhqpNpV4WwBPp/5YRirjK9a4n+zuwykedQqmnqT6p/dp27mMrB4jsXtzCRlaajtZBUiqi2hDRYYcSwSbGbV3DQ/pITaacP+uldh7p0gvbecyrjSTPBP14z/hZkRBpG3WCxypRTAUO3uCzeiJCOKO5dwdaURKT6gucLm5IR7nAbebjrKNal3n53icpGXxTSxKX13hCEVlZTzOJDWVPeg3TdZrSWbGYuhYnOpw0mDo5KczMctkmRWJ+GEvRLuQytQrECUMLE5UHazQkmyOpQwRB9rtnOBIBfBL43HG2CUUQaDSMpgXi9LLprBa07BJEnPvvJOiRALkVKaUbll0kGT2aAlsosTtHh92QWB1Is73sSgXpfWJBaBAknAIAr1sNrYmE2SJEiuSSSB1TYOmiQSUSDKz41E6SjK5CGzRUl4cbkHgnUiYy1WVVtNiQSLOyQ4nW5JJ7vG3IgLnO930UxS+jEbIFUUSmNwZCdNVVWnOzubdYUPp1qcvXR0qw15/g8J00UqXjh3Z7PEwoLKKBsPgm1iMEklitN1OBLA5nSlCI43E+g10GzqUHZJIh8oqelgWajTKek3DLQpMPGQxYhywwO3hL4t/4VDMqqmh7c676BUKUxKP02qZ6IfoTdeZBtnduhHbVY5DEIhZFg5BIF+W2dulM6svuBBXMok1bBi1N99EQYcOHDs2nY113e+TFADq7t0ZqYlCBNZu3PSbNrqu88pVVyGtWk1rNEpCkhllt6NZFoLd/pv27WhHO9rRjv+zyBs+jIp58ygzTEzLorZLZ7IO8af4XwXBNA7LzJVNC8Mw/rB967z5HJFOOOhqGHQzdK6aPZcvX32VSY89QbYgQASWvvEGTWeczm0zvuS9O++k74cf82E4RKVhcKvXi0cU+ebrr9lz9ll079ePRCLB+3fdhbC/Er2kmB+PnYJ39RoSip2ya646LInqhAvO58V58+j5088YAlRMPY6Hp03D7/dzRlER0WiUvYt+oZNhsknTcAgCalPz7x5POBxm944ddO7e/TdV37+Hzr17s0+W6Z0+R/tsMmfdeitj08TMpp9+4scbb6Jh3z6M4iKGn3kmp157LVddfz3ucJgBL75MTjqO/CgS5jLVzli7ygfhEI+6XJlr8VQ0wp1bNpP3T2MSRZFOJ51I/Uef8G44jFMUuMquUnvfvZx8YUrWxpY83P/DlkzF0WdffjnPfv89p6zbgAR8PaA/t1x6KVtWr2bVe+9hSjLH3nIzs15/nRtjCVzp5I7PI5FMDOMRRaRkktqCfMZFIsyJxzgz3W5hIk6+olB51GSKlywhHI9zjddLm3GQjLjU7eGtUJDdukYHWaanzYaORb1hUCRJzIpGOcnpYqhN4flgkI42mRrD4HKXmxdCAfrZ7MQti742GxWCwCkOBzrwYSRM1LIy0qcnOR08GgygmRbHOhyZ8zpAUfgiGmF1Is6aZJItyQR3+bJpjMfYF9ERgEpNY6rDwTGqg2eCAUbbFZYlUjKmKnGqG3dxd35nol2HEl/yGWJbHbLdRf6ASSk5pdUzUXNKaN21kuxeY1FcPkxDo2L2y5h6AqnzQOKBRg6lDe2SjKukB227VxGZfCn3LHib64K1VJkm7/k60LzlJ5IhP4Jkw9QOTmolhycz3wOwZxdzYPGnCIDs8hLct4HSCedhc2dTt+JrtEgrlmVRMOQ4AJq3/ozNnYOsuiBdCf6rh2TB8BPx71iGPbsIgJYdS/B07E/+gElAyr9Q6jkaA2hcNh2bNx8jGafLcVcjCCIIUDTyZCp+eA1XcXdkp5eaJZ/j6zYUd0lK+cGR35n6ld8Qqd1NVrdhB+9zTN7/7Cts/U/EmfYlUbIK8JevRrS7SAQaceZ3AkALtSCrbkRZIewpQ2zcj61bHElR0Zv3kW22oq2bTscCL3rnfpmqiGgwSP74vyDKCslwGydcdT8Th/XGE5GpqmtGC7dQOuHCTHVJwbCpNG2clzo2UusHyZZqCswWjj9pEo/deW2GzLQsi0VLltHS6ue4o+/H7XZz4RlttLS0YCHw8HOvsb7NRtExNxLesxJz3xLcuYWEIvHM/gDsWUUUDDmWiu9fxtt5IDl9jkB2eChMpq7VS5/OJdb5SCSgxbJ44q3PefefKjYSppS+/wVyeo3BXSfSt3dPbn3+E4xOY3EDrpJe5FT+yFtPPU95+R5q6uoYNWI4TqeTdrSjHf8+2kmNdrTjP4AsWP/02fzT9oIg8MJDt1NdXY1hGHTu3PkPywtvv/YSah96nh31CYRoKwHVSbRxP478zsgOL6NHDOHFB27MtC/fW8Hz781At0SyXQpi8uDLWBAllEMycKqqqmiUCvl1WU3M6sTa7eWcfdD7C5/Xi9dppyUJlmzn2/nLGDNyxGFj/HWx+o/Q0SvQlg7K9HiErvmpl/IjL77JrEo7Yt8z0fdvJlCxCV/ZIGQzgcPhoK2tjdqK3QRq/JhagkDFRrqdehuSTSXeWou7Q29y+owj3nKApOP/x95bBshVpdvfv2Pl0u7dcXc3EgjBCe4wOAw+2OAwOIPr4O4QSPCEGMQ96XjSsU67S3nV0fdDFZVkMneuzZ353/v2+tZdp/bZe59T5+z9POtZy40eDdJz+s20bVvMhn37cEUWYOoJMnqNwqYGyM3NOaRf9e0hJEdyY6bHgulxaKFWLjpx0r85HkUWk5UYkowaaMaZe0DyS3Z4KJU7mHLsCC469Riys69g/Dk34h16EmDRvnMlPfp3B6Bfz1Jqs5OBU1NX8eidWJZFwdhTibXWYBo6OUOOoX7lTBSbPSU1ZUcLtyPaHITrKjB1DW/ZIFo2zkWyOTHUGPHWWrKPmIS7sDemodO87kcQIFxXQUafcciO5AI03l6PqSUI12wn3laX1mttr1iJnggTqt1O9uCpaNEA9cu+IGfoNCxBoGXzQixdJbPfhOR9I9uwZxSQM+wYRFGmY9cqXPk9ad++DEGSKZp4DnXLvqR5/Wy0SAdC7Q4eUwMgigwX4dzlnzC7shy/YJG9fyPDZInj9m/g23duQpBtnBVo5FVdo0iKc4IksnnWn6nwZNNumvhSG7NgSle4NJUgKJVlPKKI2xTpoSgc53DwYSRMb0VhRyJOJwLr1AR3+/zYBIGwafJuOESDYfBlJIyYYvJXqBrPh4Lc7PURsyzei0QQLIshNhuj7Ukfje6ixFUeLz/HYkw+KEg9yZ70YDjT4eBEw8HaRIIKXWOU3Y40dz45hkGprPBBOES+JFFnGJzjcvNR2KCfYksHy8faHaxNqFiWxZxYjPJEgq2qyjSHE9GCZtPihVCQ3qLIre2tyAgYWBRLMqe6XGRJEt9EI3wfj/IHvx9vas6ucnuYGYtytstNRTS5yR6sKAjA4xkHZKjG2uz8KRJiis3B8YJAeSzO9Qjs3LKNUY89Rq/+/XmrrQ1r+Qo0h4Mht9xMjyFDePq88zjLMOidMoD8IRrBDWSoGh2STGZKnsFKJDhv8xZeTSS41O5IJiISGo/rGtlCkpH3W6JoiyTSa8zow36TVe9/wBnRGEgSZ7vdfBwJ81EkQp4k0mgY5F5xOSdedimP/jyXgmCQsGnyB5+f/brGoA0bOS4lb9C5dBk/5uVyxZ/+dNg5LMuifO1a1FiM0ZMmIcsy8cxMaEiahRqWhfY3WLxfPP00x/88D58ggMvNZ9EIGZrI6iGDueGOO/7N50wXutCFLnThX4PTrr2Wr2IxdqxYScLj5pLHH/+nyIBMvvZavl+5ipObmmkURSLHHvN3kym6/VAyk5oKIocbG5MJjRRKIlEaa2ro1asXntJSZsVjTLM7GGiZ6TXBGe0dzH3/fXo/+yzv3Xobx3zzLS5RJGFZ/Hj8caiTj0BevYbKDz/ml4wMjj7vPCAZ2L/1ow+pqKhAFEVO7dMHQRDSAbiXrrmW2xCwpdZH30YjxEpL+GtUbNnCnKuvZlhlFRtzsun2wP1MO//8vztfk44/ng8uvYSK774DwHX66VyWSmhUbN5M8wMPMrqjg8WJOGp9AyvWb0CNxzn64osJ79+fTmgA9JJlfo7FsAsCXlE65HoXyHI6odHS3MyimTPJKS2jpHt39K++5nKPh32GTtAw+TkRZ7zXl/5u1rHHsGv7DvpqGlWSRFtpCe/f/kfs+XncMmMGc7/4AtMwuO3ii6mrrGT1VVdzYls77YbBszNm4DcM3I4DgfJ8SaTdMCiWZT7RNboVFDDy2Wd489LLGN+h8lUkQq2h0+T3M/0Pf+DJP97OOYOHcGdbO8Bh/iH1psklThdOQSCkGyxPxHlOTeAVRHQsTpXcLIjHsGHRqJs8nJGsXp5sd5IpJmWggqbJZk1FFARsQJYoUZmSvQqaJr/48tnkhnODTezWVSbhSH+WLYq8ZwiMNy3eyM6l3dDJEkWuc7l5P2ziBERBoI+icJ/PT5NhsFfX01XOpaJAt92rCNdXcJ3WyTXtDbQt/hghq5RA1WZM00SPhVBcvrSBtCgpOHO7Uz3/HfJHn4IWCRCt2Y6rdCDsWcsZFUv51dCSMrcb5rK6dAh11UnykXX+IxRJMoHKjYSqtyEqDqp/+YDMvuOwdI1g1RZ83YZgWSYdO1fgKupDfippEW+rJ95WhyOzkOLJ57Pv22doXv4ZojsHyzLwdRuK7HDTXrECb/dhNK7+FinegaEnsLn8OHPL0OJhckecQOvmBWlvCD0ewZFZSKB6O5H6nfQ6404QRKrmvYUej2BzZySPi4WRnV60cAemqeMp7ofNe0AOWnZ4MOIRJH8Okab9OLMKaVjxNX0KvKxYU47sPyCvbffn4S0ZSOO6H+ioWEW8pRokCS3UTl5K+cDSNTIm/o7MfT9SVtad1VX7cI+9DNGyCFYvxm1F+C3lJyrOtKqBzZOJs6gfuzMmURhbRLPajqN0UIpYl7x3TE3FVOPp/pi6it8uIGR1o6KujT379jN4YFLeVRAEpk45gm07Knjq9Y+wiRb7apvYXN2BqIZxOh14B5yOaeiEWxsoGH8eOkkj8bZln1Iw5RJMQydYtYW8USeheLKIt9fTtuIzxg3tx3MPJQmfUeMgIqYgEDcOlyscP6CEik11iP5ijFiQwYXJ52TcFA75bn5hCU+/9gFfb+5Ed2RR+NEcPnjiVvLz8w5rswtd6MLfRldSowtd+E/gkhPH8fy364i6i/FFqrj68uMPO6ajo4MnX/+YuG5xwsThnHjMkZSWlh5yjGmavPPp12zaU0+ez8E9N12BzWbj5UfvRNM0Lr7lIRpdJRhqnOYNs8npPZKhY4vT349EItzwxDsEiicnpao6duJvXEksIx/J7sRTs5Srrr0pfXxhYSE+vT1tbGVEOykry0h/blkWF9/xFAw7hxxBINHZxMzVG8h56VV6dO9GTUMbP67bh2EJTB1UwIO3Xfs35+elB2/lgWffpDVq0j3byZ9uSzKfl2xvQiwcB4C/+1Ca1v2Iy6Fw+pBscnNzuf6+p1FGnYe7tYbA3vW48nsmtTKHHUuoZltaLkpxDaRh9bcIokS8vR5DjVN60s1pdkXtoo+5/aLjKSoqOqRf4wb3ZuF3Wwi1N4Mo0r70fUaOGMHQskxu/f3v/83rfctVF7Hu9sdJ5PWhfesvROp3UjT5oqT0U/1q3n7qvkPKTccP68/69gYEQSRv1IkUybsAePK2y3ngpY/oTECipZKjpo6mvmU95XsbiYpZZA86Ei3cid3jI3/cWQiCQOv2pTizi8nsN46WjfORXT60UFva6Mw0dGIt1bgLkwaOoiQjOTwIhkbhoCOp/PEl3EV90WMhTEOnc89anHndyR1xPNUL3kN2+cgfdRKx5v3kDE6yf2zuDPw9RlC/YiZaoJVYez1oKrnDj0szbPRokLbNv4AgoccCdOxaQ/6YUzGN5HLVkVVEsHITntIB2HsM55LyObzetINMUSQrFuSMvSvZGo/TQxKZIUmUSBI5nY0UyTK6KHCXz09vRcG0LD5o2sNToXqejoQ41elCAj6MRBiqHEjgNRsGOzQVuyCwQU0QNJMJg7WJBK+FQ5zqdtNpmqiWhU0Q8IgiIdNkgGKjzjS5wu0hS5I4w5nUE/4kEmafrjHF5mC/oXO0M7nBPCslBwXQX1FYpSaYltp8rtdU+ivJ6pntqsatXh9+UeTtSAjdhExJYpCiMNJm48tohJhh8mIwiIBF5UEazpplUWPoPODzkhMJYwCnOV2MtduZF49xktNJtijyWSTCuS4PPRSZhfE42xMqK9UEzabJ71xudmka8YM2swbJqg9I+nZ8E40SsEwSpkm1plGWms/1WoLJ3XtwbnsHAMNsNr6KRTk+JLBj3Xo2zpuHuX4DpstFr0su5qgzzqCzsxOaW9isqmxRVU5zOlkSj3O5x8u6RIKnDA2noNAnGuP0VMKivyDQbpppI1NPaQnupmYM02RGNIIIVPr8PH7EEYf9JsWD5gvAlTIWfykSpuzMM7jmoQd59tjjeMS0ELw+KjSNtYkESw2dE2WZmdHkfXqEzU7Fu+9z/9dfM/2ppzgl5Z9hWRYvXnklg36ei8MweXb8OG77agbHPvE4X955F67WVsI9enD5008d1je1oSGZ0Eihh8dDx9NPcesZZxwmidGFLnShC134fwPn3Hor3HrrP/Wc/YcOxT1rJou++pqcslKuTyUO/i2MveUWvrv9DgbW1VFRVMDIP/yB7995l8a9e5mjKJyoaeimyfLevbhhTJKQdNYNN7Dnqadx6gZh7UAViG5ZkEqKiHv24EoF/O2CQGTlKqYHg2Sl3mU/PfYEI48/Pp1wEQSB/n/DH2rBjBlE5szB5jzAMPbbHYQcTt4640x2t7RQoGk4ZIk6XeeG2nqQZfp2Bpj1l1f/3aQGwGWPPoL+YJKIIMsHQhjrFy1ifCDAF4k4l7qTkq7Nus7D9z9Aw6OPsVVTKXW604bVu3WdwYpCp2myzzSo03UsYFkizga3G8uyqN67l4/OPodtuyqQBQHB6+XJ1JqvWJaZEQnTlJHB1Oknp/txzq23srCkhHlr19KpqgycPZuxkRgBy+LNbdu59cMP0scu/XomJ7S2gSAwPxHnDqeL1abJFlVliM2GaSWlPuenZKUipsnuu++l++wf6RmNcpQjWSnhEAQeCwTI79cXURSZfvXVbHv0UY53ulipJliTSBrKvxMKYhcEHIBpWSzXVHJlhfs8nnRS54VgJ71lGzZRJEMSsSwLhGQV7XeRCO+FwygCPO7PpErXWRiPEU9JTc2KhPmu20hCp96OIEp8smoWw5Z9xouhIH5JZo2o0DnyFFr8+RQsfIuXgkG6KzJnOZwsTcRpMS2WuDI5Mx4gX5LxCwLfxWKHrmUti76d9cQEi4czu2P2GkWkpRqpuRJEke4nXEdw7zoiDbvJGTI1vW9Rg804skow9QTekoFM+vllMm0ORqkRxgsm2/auo3P0KZiaiq7Gqes2AsFmIztl1h5vq6PkyIuApA9Dw8pZFE44k8bV3xLYV47Nl0Nm/4nYM/LTfXVkFxGu35n6S0C2u5AyirEMncw+E4jU7STR2URg30ZkTwaKy0fh0Kl07F5Fu81F1oBJaJEAgcoNxNvqCezfjBZqQ1RsCIhEardRNOWC9BjLjrmSyp9epmDsaVimQbh2J91PuBbLNNn73XOYagJHViFlx1wBgkjT2h/w9RpOaP8WglWbaFr/E66cEvZH7WxfthF3mU7u0GlYlkn79qVk9puEI6sYyzRAFHFmFaMGW2jb+iuJzkayBkxGlGRaQyrq7l24Rp6Xfl4E80bRp2Mpq1d/g+TOJN5el54nyzQwEjHati8hmAiRk+lD6z2GprXfk9V/EpZp0r5zGdmDp9Kw6hvAItHRSMm0yzFtTlqBx96cwRcvHSAobdtRwfXPzyBRNBZTV2natpHMvhMINu2ldv9mcrP3E66vwJFzIDajuHwIpk5wxcck3IXkjjiOlpUzKD7ifDr3rEFU7OxIuLnzz6/x/nMPMLDAwfJ4CMnhxQg2Marv4QmIGy6/gIyZP1C+cxfFRT5uvvo2AEYUe1gW7URyZWC1VTJ2ZAEfL6tELh2LDLRn5PPcO5/z9H03H9ZmF7rQhb+NrqRGF/5/Ayu1MPrvMLDOmn4cE0cNYeuOCkYMPZmcnEMrAnRd5/K7n6Eh7wgEUWLNzHIUReaYI5PVAA2NTfzhsVfZuqsKe9/JOLIHYLTGqb3/ad5++n4A3vr4S/Z6R+OyuwhVb8MydOKVa9lX2D9dYbB9x06a7GU4U2OxcvszpZtMWX6ccLSDc66+jhWr12NTZKafeCwej4c7LziK12cuImFKDC1ycf3lBzZwjY2NtEtZ6YCcPSOf5s4WPtnRD7kmQuvGReSMOAnF5eP7ffvZee0dFJaUcdyEYZww7QCbw+128/yDtx02b9JfVbQMLnTy7O0n069fsgy2IwGB+vUkgi04c7sRb6slZ+jRtG1dBAexqwBkh5esQVMI7FmbLNU9qFzU4c3klqt/d9j5J4waRvzVz7BchdhcfnrlSHz85G2HyXj9NbxeLzNeeZhVa9aRmTGOgvw8Xn5/BroJv7vtvEMSGh9++Q0RQ4KGzdhlixEFKn++N7kg2blnH5olsn/3NtwjTuOnoA93y3JcZpjajhjNn96PPaOAoknnIAgCnbvXYqkxIrU7QRAonHgO++e8imXoNK+fjWh3okeD6IkopqGl58DU4giKI2lG5s8j2lqNM6sIWZAJ1mzH0BKARa/T/8je755DDbYiOTxYlpku67UMDdnuJG7q+Ir6YWGxf+6beEsHogZa0NUYXm8OjpxSAnvXg2li92UTqd1OIthK65ZF+HsOI3do0txRLRnA779+nAEdNawqG0GbzU2f9lpGtu7FQmC7qnKO20M/ReGHWBSXmLwHRUGgSJIwAL8gIlkwJxEnbpo0GAavh4IMt9mYF4sxWLEhCAKqZWIBPlGkytDppiiUSgqjPHa+ikY4zenCL4r4RJFxNjs/xaJkpQLrgiDQW1aIWiaPpqoXvk4lMX5Dk6ETNk26yzKfagm2WRb2WJRW0+Ret4cNmsZUh4PMVJu/d3u5u7ODETYbr4VDWIJALCcbu64zKRKlUJLoME2+Tsk+LYzHOcrjYaXfR++mZgY7JLJFgWAqKTPd6UK1LPboetrc8XcuN8/qBic4nMQsix9iUTJEkdWJBC5BIFeS+Dgc4XduN4viMcokieMdSUmA10SR58MhRttsJADtpBPpXr4xPV5REFAQWO5ykoeF56WXGR9P0GGabHr8CXaNHcsPDz7I7YaJ7HLRahh8H4uRIYr8Go/TTZJ4UrGxC4u1ooA/9VveYJnk2Rxk6waLszI544XnWfTW25y6YmX63OW6Tn19PX369DnkGjiPP479H39Cd8NkudNB/bgxfJiVxWXXXcfIkSNpamqix/79qfvBYpeusTgRx28JLDAMbvf6wLJ4IBjgNq8XvyDx8k0302P4cAYPHcrKRYsY8fNc+ggiyCIFa9Yy8/XXueDmmxn86y+YppnW/f5rdJsyhW0//sQgVcOyLCp79+GkoUOp2LGDwUOH/o8bz3ahC13oQhcOh2mafPjAA2ibthDP8HHu009T8Ffkl38FSnv04OI7/2NVfGOPPpq+vy5kT0UF5/Tpw48vv0Lfd99jlGkyT1O5V1EYLIrIkTC/fvYZ06++GlEUsQ8dSuGmzSxPxFmbiJMrySwdNJBr77wTgERuDqZlIab89FpF0gkNgJLWVhobGw+rIlm3bBmVW7Yw4aSTKOnWjV8ffphJkszSRJzJdgdxy2J+Is5dP/yIX5LQLIvPoxHOd3t4Lx6DgyoS5ESC/ygOTmb8hiETJ7La5STvoHbyZJmjbDbOcbk5BzePBDrYpWtoFoxQbNQZBlPtDiqOmcQngQDF69ZxkcvNUQi8esMNyJLEjl27eNSfiUsUeSUYBN+B/YZqwaBIhD8NH8FVX39Fj379AJh2zjlwzjm8ffnljI0kExJ+QUBZtpQd27YxIOXVlVlSTLMA+SSDMZIgMNHuYEk8zivBIFmSyDlOF8/qQU50OJnsSM7pA2edhTca41tFwSEINBsGTZrOF7+/hlXff881zz7L9Y88TF04hAXMVaMUyjJ9FAVFEHgsGKCfLJMvSWT/VZVKzIJRdhunSC4adJ3HggHu8vmJmybL1QT3+XzYRImZsShVus5VHi/NpkGhJPFAZ4CWCefiTAXZvbrKJR4PfWSZ7YbF/CHHo048F+Xn15Ask22myImywruRMCc4nEzyesnQEpTYbOzUNKKWhU8SGCja+CQSxieKbEiobCzoA+c9iLx7DcNWfU3M5qRy0FREXy4tG+aQP/pkvGWDqfn1IxS3H1GyYZomsdZqMvtPwO7LwW5zcIMWglSFcLSwNyCgJyIUjj8DQRBpXPtDel5E20HeI6KEzZcNgohoc2D3ZJIzeCp6PELbll9xZicrk9orVhJrq6Nl80LibbVoiThO2YZhmYSqt5A1YDKKy4doc+DvNQpJcaCG28nQoqj+QuqXz0CPh1FDHfQ67Vaa18/BmVuGr9sQANwl/WnfthjnuNOBpM+kIMpgWQT2lVM06VwEQaC9YjneskHINhfxjgZatvyCIAhk9htP5+41JDoasWcW4u8+DF/ZIJrW/4S7dCBauIOGNd+hx8JowRaCVVvJGjgZX7fBBPaux5lbhjO3DDXURmCPhmXqVC98H0dWER26QGawFVvKf4RIK4JsJ3fsiWCZCLtWU7voY0Sbi2jzPkTFQdm0K5AdbkLNVeibZ5M34gQ6K1YQrt1J2QnXIYgSitOHv89oAnvXIx8k/RXSRaLRKM+9+SHRhEFbayvRnBFobXXILh+S00e0eT8ZfcYi2d10lP+EnNOdREcD0ZZqoo17iDRVoig2hvTrgUO0cNuqWFNQgh7pxObNSc/7jkSE1z/4jOf+dBvPv/khta11DB1d/G/6q1501ilc9Ff/e+7B23jt/c+obdnD+JP6MmnMcD5Y8T6/7SwEQcSw/rmm4W1tbXw04zucTjtXXnQuykHkwS504X8DupIaXfg/D8uyuP3h51hfE0EWDC49bhSXHKy79J9EYWHhYUbdv6G6upoa8lFSizorbwDzVpSnkxoPvPAu1VkT0TwJ/NlJhkCodjsLmyo57ppHGdcrE7fDBpKP1i2/YuoJCsYm+zq3uZXun33NVRedQ2lJMa7EXCy6A8nKi9IeWVxz2QXEYjEuvOUR9jsG0FGxkgfenMUJ4wfy2B3Xc/IxRx3WZ13XuemhF4m0d/JbEbUWCyHKCs78ngAUTDiH1q2/kjNkGq27NyCNOYVKTWHl1xuwLIsTjzny787ZBUcP5/UFm1A9xXhDe7jvmvOob2pl/tJVnDTtSIo8sE6Nkz8qyXgyug2mY+dKos37ibdUgmkmjbM7GsEykGSFrP4TqfrxRfR4BMnmINZSjRioPWSBHgwGmTPvF7747mfMrD7k9h2HGmpja/lczrrmLmRfLmV+hafuvenfZFLb7XaOnHxAouqxu2487Jhfl67gjaUNtLXoCNl90TyZzFm2hF9PvpSjRvRl6Y4mopaEt2wMkiuDjooVtKoaof0tKN4sepx8I/H2eprWfE/B+DMAyB1+HJA0EN/77XP4ygYiKnZyhk5LLgpFidolX1C76CPchX0x4mFc+T0JVm+lZuH7lBx1CZLNQfvOFTiyigjV7kgnGiBZMROo3ora2YQWaiN/zCnEOxqJtdZRPPk8wCJ/9HQgWRXSXD6Xwoln07x+NvasQhIdDbiL+iC5/FQvfBesJKurdOrFxFqr0+cRRIl9/nzqeo6icPTJeIGGzb8wd4dEWXstxabBsalqiOs9Xj6PRLjQk2Ta7dU1lsdj+CSR+Yk4V7ndfBqJEDRN2nSDLxIhMhWZY51OfKkKjD8HAjQbATZpKle4vfRPLcwudXt4KNCJbllMtDtQsag1DD6LhHEJIic7nVRoGn5RoFrXaTUMdmkam1WVIYrCPDWBVxSZFYuyU1bIGTuW32/aQsjuIG6ZPCaJeI49gbE/zk6P3QQCkki2KHKtx8sX0QgXR2K8pKokgJ52BacgELcsOg2DgM2kcuBAimtqmO5KJjA+ioQ51iGSmUo6GZaVlquCVJJWSG6IPYLAVlUlXlKCSxRpaGri+1iMC11utusaTgTqDR1BENir69gEkdu8PuYk4ji8HggEWK3rTEzJfS2Ox9itqUTb2xGffY7bozHejUXpJSu0tLYx85VX8O7anfazyJEkqrAQhw8nWLGTE8TkEqMvAnMliVnRCHELTrUpzB0wgJZjj2HiySfTa8AAOusbqFy9mh5GMgG6p6yEY/6qwg3gggce4NHyjSg1NYQyMyneV0m39eUs2L2X/A/fJ6+oiKasTIz6Rj6KhLnA5Wa6w8nb4TAT7HYkQaBC1znP5SInFRy51e3miYsv4aIXnqe1sZFi0wQpOd8OQUCLRtPn/7cSGpqm4S8tZd2VV1C9fQdxux3Lsthzwok4dZ0548dx25df/ruJ1C50oQtd6MI/Fp8+/jij3v+Q7FTg/qMrr+LOObP//S/+P4aMjAxGj0tWPUeXLqXUTL4vTd3gFlFKVj+2tLHw2edomD6dwsJCzn75Jb764x042tpYm5XJMddeyy1Tp6bXvBc8/zwfX3cdzto6YgUFTDhlOpv//BRDEwksy2J1STG7HnmUJZEIjpEjuPhPf+LzJ58k4823GZFIMOfNtxjz2quoHZ0Mt9nYpKrMikbZpKoMVRT8qWS+Igh4UuuYfNNila4xXlaoNw0SI0f+l+fk29dfp+nH2ez2+7A6O/jNIa/TMNhzUGXnJFtSGrRQlpkdizFIkSkXBU664kp2fPstJ27ZBkABIM76hh+BC5wuXKJIzDRJYDE7FuUkp4taXUcSBE6x2bHa2nnq1NN4eeeOQ/YfemoN8Nv/om3tbDjtdHb/8XbGnXYakVCIr4cNpe+efdQLsEbVGKsojLbZWKIm6KbY+CwWo0AUmZy6Vg5BYJpu0qHIDFVs7NU1WgyDZ7KyUIBnZ8zg2VnfMMCwKJYlBis2Fifi5IgSx6XW2c26zqJEgmpdw6uIdJgGmaJExDTJEkWKUtUJhbLMMJuNpYkEq+Mxmg2dvJTs6wUuN8+GAmxQVbqn5tOJidVRD/ndcSz7nPEbZ9PHkZQhGygJDN26gJq2Gq5prGC5rKDqOjOjEfopCt1S6/QrFIkbE1AiCARkG7s1jcvMBEc7HPwci9EkiJg5pYh713PDys+YaulYsQiPbPuFjec9iruwNx271+DvMQLL0PBllyEs/ZhTw614BIEl+8upGnkS38tu4uFOCkyN5XYv+/yF2ASReFtd0shbUhAQqFv2JXabE6VhN9bgowjV7CDeXksi0EJowbsYahxHZnJ9KNld6PFQ0vtBlIh31FNy5O/S179q3ltJ6V7ZhmWZNK+fQ+6I44k27SOrf3KPqddswoaGqcVxF/XF32M4zeVzEQQRxZOJI/NA7EFxZxBrq6Np/c84sgpo37GMXvk+nHojAT0OlkmstQ7FnUH2wMkAJDqbibUkg/taNEhw/2YKcrOIIuAp6kNHxUqKp1yEkHpOVs9/G3/PkWQceRHhhj00rfkeLdSKqWs0rJyJ7PQyNEvj5LPG8cTni+l27FVA0jS9ccUMnN4Msou6c9KQAqAbG7aUo0c6iTbtJ7PfeOIdDfQafxvxtlo6di4nd/hxuPK64Yrt47wBMXocN526pgnMXbeFhvo6bFndUVx+LNNAjXRic2dgJKL0zLJxye2PsSORQ6KzieCedXh7hHFkF9FesRJTV5FzXUiKg4xeo3BFG8j0KNSZ2UTqd+HILMSeVYS3uD9VQMfambx8+7HsaVhAfSyEzXNAple2u9m9bweSJHHH9Vf8l55Zoihy9e/OwZ6S6bMsi6GZCTalKj9s9es595oT/51W/nFoaWnlorueJVA8BUOLs/jWh/nkpYe7iFhd+F+FrqRGF/7P4+2Pv2RpuASpJJME8Pq8DRw3ZRwFBQX/8HNlZWXh0IP8VuRtaHH8WQeCWEFNRHAImFoiuajZ8DOCJCP5C9jb2Em7qzvn94rTtuxTnD3HIioHmAiSJ4d9dXsAKCgo4LrjB/HBz8vQkBlf6iI7awin3fAIDS0dtGkKpraOvFEnIco2fg3HuOepv3Dv9ZfyzU/zqWpsZ2CvEi4461TmzFvA6t3N2Hw51C7+FMnuRArUkDXo6AMDS21EtHA7rtyydGWAlTeA+as2/7tJjUvPO50jxlSyvWI3E8Ycz9uff8esCg0ho5QZT3zCdcf2Z171/gNjVRwYWhxTi9PzjLto2TifqnlvYRo6rrzuhOsrcOV254jRQ2jd8xN7GoP4B07B23ssT/7lPe6+8QpOufAaNjZpyE4vkfoqep6STBbYvNkoniwaC6ciKXbqtAT3Pf0az/3p8AoTgD17K/n4mzk4bAp/uPJC3G73Yces3LAVzVOA1VRP1sCkd4a7sDetmxeytNVHQonh9GRiGjrtO5biKe6P3Z+HpavkjjgeQRBxZBaihdqoXzWLwjGnpNu2+3JBsMgffTKJYBt1Sz+nYMwpJDqbiLdV4ynuR2bfcQiSgmUatG1bTGbf8UgpZlFW/4k0b5hDoq2OQNVW9Eg7RiJGor2e/DHTCe4rx5FbRseuNWixACWTkxIAwkEVMKIkI9uT7H5TSxBvr0MQZcJ1O8kbeRKRmm04ckvJG56UY2vfuRxDTZrFBfdvxlPUl3h7fbo9T+lAtlsGNXvXcV3dlgO3mSCwR9d5PxQiaJm0miYj7XbOcLmp03XmxOLsMkxskoTD0PHLMtmClPbb8IpiUoPYNLjA5UE8iOgiAFHT4Finm+OdTpYn4lzt8TLKbidsmjwY6KBQlGg1DWoNnWbDwC4IzI9HeS2ocYTdgVeS6CHLOHv1pCoS5YlggD6KQr1h4JElHn3jDW4ZPYbM5hZyJIkPBDg5I5N+KRPAK1PeFr6iYprq6/k5FuMMlwuHILBaVekty6wrLyfTsvhZVjjB6eRCl5snAp0IgsAoux2nKFKhaTTqOgWyzMxIhH6p4PyyeBwLi8mqinXjDaiPPcEgxUYvRaFXatO4Mhjnkc4Oqg2dlzOzmRWLco3bAya8s2w597jcfBgNU6UbtOo6UxwOptodVNfV87aa4AaPF1tqkzZj2TKq4wd0bjXLoknTGCnL7HU6aY/G05Uwkixzpu2AD8luBC7+4x/Tf5946SV83tjA9iVLSDgcHHvPPTgcDn6dOYvvH32EzI4OHCWlhDP8XL5xU9IEvK2dWdEI490exu3ezXcPPcwNH7yPcsKJPPWXVzjJZsOdujeu9nh4PxJmiM2GBBgH2SNZQGx/JeIFF1FdkM/abt24sqYWBfiyrJTLrrzysN/8wQiHw9wycSLFVdWUOZ0YF17ApPPPp/nMsxhsAaJE91VrmPnaa1xwyy1/t60udKELXejCPxaJnTvJTr23BEHAl/K5+98ctNGcB4g4UctKyzkClHUGqK+pobCwkLLevbnl229IJBK8dcONVPz5z2x6801Of+opuvfrR25+PrfNmnVI2z/JCnPmzqU5EqFj61aurK3DFARa161nhttN+4yvOFLTQBQ5qaWVe087nWxV404twVF2Jy4BJjvsNBkGhmUh/RbYt5JJmI2iwDTDYJaq4RXAavvbZuI7Nmzg53vuw9HRTrxPb655++1DDHSX/PgjzmeeZXoiKSv5R0nmrVCIHEkibllMdzhZpyYYodhYlIjjNC02qgkezchEBF7xuHlqymS2ff89lmURsSxcgoCYUDnTsmhLrSG/icW4yeujMhWI36CqPObPAJL3U15jIw+dehoPfvdtmvhw+gMP8NGOnQzZsZM6XadYkjkqFueLN95k/zvvMr2+gVJJZN3JJ3PNXXfy6cRJ1KYIFHd4fTziciIVFVK0cROaZaGk5rDRNJAs6DBNptgdJCyLCk2j2tD5vcdHZur8H4TDTLSLyBb0O4h1nSfLNEajhA2TsGTwViiMQ4C6lGH4wWgyDCKmjiyKTFWc/BiLMt3pwrIsnILI8alESV9ZZremMWH116yr3MAle1ezORGjRZHJTbXZPR7i7qYdIECVLOMWBM5xuZmXSK4hdcviOsmNr6SYzGAzZ0faeMAymZFRwvJ4kDwjzJ+9Phw167lv3zqm2sT0/J8ZbmJ1ex2OvB4E96xDC7VROu1yEh2NXBJu4fzUPXOCpnN7aw2tA47gu7akBFLxlPPJDLWjuDNIdDTQv76CXu01LNJN6hxeCoG/BKp4/NN7CQ0/MW30HajcSCLQjCCI1C76BMnpQYsGKZ58AQCtqYqI32Dz5aR9JAJ71pEINLP32+cQZYXKOa9jqlEcOWXYJTAC28kff3Z6fMHqLcTa64g27UsnHZrXz0bx5eDMKaKjYjVZA6bQ2baHB849gnveV6n59UMMNU7x5AOybjZ/LjWLP0FPxIh31OPIyOOJu65k9uJV/LqrHNHmSPdZEARs3mwyeie97TyFvQnlllIw7gwEQSBQuZHeVjWz3vsLb7z/KTmjDuxbc0ccT8fOlWT2n0D9L+/xbct+hvbMR5HzyRhyNNZgk+oF71Jy1MUIooQztxvR5ioMLY6kOBD0ONdcemG6vcsvgPb2ds7743MELYvswVMJr/6UwcOH0LMgg3NOOJmzHvoUlCg5Q47GUOPkDk/67XhLB9FcPhfJ4U16nGQXk5+Xw0VTB3P3qzMpmXoprVt+IWfIgZiHrWQ4v3/wZU4cP4h4czNV+8spmHgugijRtnURS2wib33yFb//3Tn8ZxAOh7n/qVdYuHorki+Pkmw3T996CQP79+XNJ+/lrY++oLWzlTPOPZPBgw6X+PufwtufzSJQPAVBlJDtbnZEerB85WqmHDHxn9aHLnThv4uupEYX/s+jrrkDyd0z/XfUlkNVdc3/SFIjIyODy44ewEcLVpCQnPRzRfjjg/enP++V66KyM0RmvwlUL3iPrIFH4C1Ovrji7fVE2upZGaghc+xZiLKdtm2LcRf2AsDqqGbM2ANSLJecexoXn3MqlmXR0NDAuQ99iFE0DjEH3C3VhKo2pxdQks3Jsi3VTLjwDuzdR+Mu6MXcpQ1U1r3N7t17KZxwZvrYtu1LGF2qUNu2nVhWNySnB3HPL4wutmET9rPdDKf7YOoqbvffLpFsaGzi5Q9mYFpw2ZknMKBfH3r17IFlWfxcXg35I+jYuQIEgblrd9JLidBgGgiiRMeu1UTqd+Eq7JNmSJQdcyWiJKOGO2jbtpjOXWu4/KKjaQ4liHSUphMtM9aupeHO+9gasFF8xJkANFrGoSbnhoqYYiOJip3563YRCATw+/2HjGFfZRVXP/4+0ZKJWIbGmtse48tXHmbztp089vZMQrpEjwyRbLdMpK4N2eFJf1cQJQRJTrFparBnFtC6eSH2jHzsqZJcUbalZZ8AJIcHu2gS27Mcx9jkYilQuRGbJws9HiFcsw1ftyHUL5+BINswDI14WwN1Sz5DdvmIdzRSMO4MYi37021apkG8vZ7SaZfTuPYHMnuPwZFdjGVZNK39AWQb9ctmoLi8WKaFHgshO73E2+swDT095wgC0ab9SA4P4doKcoYdi7/HcBKBFgRZQYsE0ud05pTRtm0xoqzgyCome/CR7P/5jfTnoeotRJv2M6JxNxsSCcYoNvJlma9VndVjz6BCi+PbspBSM8FQJaktXGXotFsmI0uKaGlo4M7MLMKGwWPBQPraWpZFHIvzXR7KNZW1qk4fSUYSBJ4PBWk2TfJTDPxGw+AsVzJB5RFFhtvsbFYTPODPTFdC/ByL4RcF9mk601wuCiWJdWqCfbt30xGL8VBGZtrA8M+hIE6nk9e3bOazd95hd2srN5x9NuUnnAgJNT32esPAJYnY+/RmbVsrmyJRcuJxRksS38ZiPOLzIwoC+zSNhfEYmYLIJIeDgGkyO6WtfLzDwfOhAA5BIGCY9FQUZkWjFIgiJbLC8QmVHzdsYG9WJjQ3p8+tWRaZosQdPi97NY2HOjtwiRK1uk62JFEkyaxSVQYpNq5w21maiDM3FqObolGrG1RrGp2GQatlUiTJ5CZUVsYTfBwO4xZFKjSV69xuSnfsxLQsnjV0zrZMdubno2VmYezejZSShdLL/kYVxl13wV13pf8uX7qUpTfdxNlGUvKL/VW8qyZwppIjTkHAKRzY2FYtXcIfJ0wgEAozSZQJmIeaZG4RYL1hoEgSH6txMkWRTEni00iY8ZJEN1mmW2sbM0aPYvnpp2FoGpdecw25ecnfa/XevXxz99042jsw+vfj6hdfRJZl7jnyKG5ubiHT7eGbWAzls8/ZMXAgvTQdUgknlyCQCIUOG/P/NCzLYsE339BUWcnUs8+muFu3f3ofutCFLnThXwmrqIiYaeJMBXyjeXn/qxMaAJPuvJNZt/+RnvX17MnO4tdgkKlK0jPiV7+PO1MyR7/ho3vu5cSfZuMURXbt3MUz00/hiGuv5Zyb/8DOjRt565prEEMRSidN5KY336Bi0EBWXHYFwdY2vpYlnIJAwDTJ2rQZ4SCfg4XxGJdJEn09HizLzYvhIHV2B6f5fEyPxvgkGkGWJNqKi/AOHsifqqspjUYY7zpAEPqhvuFvjvHnO+7k3J0VACRq6/jo7nu49uWXgGQl9jePP07Pjk5CksQEux0lEubSg9ZwqmVxW0c7MwQBEbgrI4OYafJFNMLlbg9Xdwa5fdQoTn7kEf789VeM0HQaDYOIZXGj18ddHe04EdIVsv0Vhf6KwkbDoNM0yZQk6g2dTFFk5Oo1fPPOO5yV8ukrLC7mlnlzefKMMzhzw8Y0wUNta+Nc3UAURXqaFtvnz+eDmmqyVY0zU8F3w7Lo3dJCQzDILr+PtwJBRio29hs66ySJIZrOuBTL+3SXmxdDATIFMZ3QAOgjyzwS6ECxBFotk+s8XgRBYGE8xglOJ5UpT7YLnS6WqAkEy6LN0Hk6GGCszcY2TaNN13FJEvd5/QiCwEZV5ZlgJ6WSTO5B5xIEgUxRxGqrYWRLFX3dHo7z+fkyEqZYktit6wxMVXmYlkWLYZIhSjhFEdOCzarKVxlFNJ/5AO0ON3sinYS/eYK+psnOS55h+67VXP/L62SkznmUHqNFspMrSViWxUbZhezNpnXzAlz5PRGdHtq3LyW2dwOjD0ro9FRkvPvL2S8pZPWfhD0jj5byeWQNnIxod1NSuYFnYy1cn9sX56m300eSaVz1DWe154JlUtAvWSVlmQaOnFKizVVYuoojqxBBkvF1G0rbtiVkD5pCrK0OPR5GdngwtQSxlmpMQyOwdwP2zELK+qT8Htb+AIJI/phTEASBpvU/YY80pvc12UOOZv+cV8noNQpPyUCa1v5ArLUK2ZVB6VEXA8nAfeWc1/GW9OfKOx/DVjSYoknngWUmq+wnJL0aO3etQrK7EGUboqTgH3QUL3+zgp/+cg8ff/kN9734AZn9JyIpDkwtgRrpPPQHmVKhaNk4D1G2UWnZePb1Dxjarwdm+R7ErOS6PtHZhOLOQJQU3N2GQ0YBi7YuomTqsan7RSSz3wTql35B8ZEXIUoKphanbetios37USSB6+56jCfuvoHMzEwgSRr94LEbefWjmQiCwDXvPU1ZaVLqq7GxEa2zntyJyYSSpNgP7bas4MgqJN7RgBHtZGyByOD+vbGhYZkGYkr667d4Q7y9jpwJ57Mu3sGNJ2UzatD5XH7Ps3Qq+biL+uLIKeXrJav4/eFq12m0tLRy06N/oSECmXaLh645h4df+5S63Em4J4ykbdtiam29ePSNL/n8xQeQJInrLv9roap/DhRJTMpQk3onGjq2LvmpLvwvQ1dSowv/53HUuOHM/3wtZm4/LMsiT61i8KAL//0v/hdx9UVnc8nZpxCNRsnIyDiEqfHoHdfjeOkd9reGKeieRXNOWfoze0Y+4T0r6TWuB/sjINkceEsH0rT+J8r8MhceP56xwwfx/U9zGTF0EKWlJUmTcEFgy44Kou5SfnuNu3LLaNv660HBXpOm9gCyLw93QTJJIvoLeXPm+yA70OKf4MwtI2fIVBSHh21WDo6BvYmt+4oTxw3glmdupaS4iE1btnHu9feiR3UUbxaJ6k2c/uI9h81BKBTisvteorN4MoIgsvrpT/jwwavolgpkGppKS/lc8kadhGWarFk3g0WfvsAL735BdWMbNUYTPcdOIFxXQXvtTuz+3HQSwubJRHH5KBh7GhX123E6kouz38aakNx8u7UBd86B4F1m77HULf4kaXgdakRrq0pXn5i6SiBucvfTb/D643cdMo5Pv51DtGRicp5lG5VKL9au38ATH/xEW0HSxHizlsDcNBddziJcuwNPyQAkm4PO3Wtw5pQRrCyncEJSa7N02hVUzX457WHhyu9Jy6akIboaCRDYt4HMvhOIdzbQ+Ot7mIC311jKpl1O7aKPkWwu9GiA0mlXEKnfRVa/8bgLk4muWFstzRvmEqrajKWrdO5Zh+LJpHXLLxjxKAgiisuHIztpOC8IAvaMfJrWz6Fw3Gn4egwj0dlEzcIP8JQNxFATNKyaid2XixruwEjEsHQdU4uT0W8CLRvm4MwtBUHE1DW0SIBg9VZ8ZYORHV60cDt5I5KVGx3lP+NORKhbNgMjFkSNdGLqGqs8uVwSDfJCKEitL4/IaXfgKO5HHJBiIe5u2MKLKXPDbrLMTV4fRGJUujwsicdpNg3Oc7n5OBrBJQjs0DSucHsolmUG2Gy8Fw5xZ2c7AxU7D/szsICnggEGKjY0SOtIA7QaBn5BPETaKVMU2KVpZEoihakN6WibnaXBACWyjCOVSFmYiGNZFrdNnEQvBDZaBj2POgqbzUbjtKOpn/0zeZbF+4KFkZfHrW3tALRZFltvvpl+R07h+ZtvZuKefen+9FQU3jENGjWNfE0lYJmUiBJeWWGVkKzW6tcR4GSXi8WxGKstA920OMvlRgB0RUEoLkZpaeb5YACPKNJmGMk5BAKWyRiHnal2J5tVFUXXaDENooLA2algw1EOJ42GiW6BRxS4wevjy1iUQbKSlObKy+G0QIBaAU5xOklYJqWpjasoCBS73Pzo8+JXbAw98QS+LSvF3tiIWlrKFS++cPjD86+waf4CMmNxuqc2+t9EI3TqOl9qGr0UhVGKjU4zWRe3RVXRA51cEY2zJh6nxjTwiiLr1QRZosR3BXm8vWQb9XV11NfVcVFLCzO//BIpHEavqeWUyAGJKZdpcvE9hz/XZtxwI+dv3oIgCIS37+Bjr4/jbryB8fX1ZKWeT2e6XLwTCTGsXz9+HTKY87fvQAZmFhVyzmWX/btj/kfjjZtvYdisb5hsmnz3yWcc/eH79B869J/ejy50oQtd+Ffhksce4822Nmw7dxLPyOSkJx7/V3fpv42RU6bQb9Gv1NbWsv+ZZ3B88x2ztCgqFoYiHy6pWleLUxTZqqk0Ggb3RmMEnnue59etY8/ixVxnJgP3X8yaxbvZWdgMk7FtbeiyxOmpNUG7ofPo8uV4schIxJmk2NiuakzzJRn7giAwTLEx1KYQ/f3VLP7lVzIsi24XnM9xv/sdz517Ln0aGpFIBtcDpkWmKBArLj5sfJZlYW9pSf9tFwTkFEnDsixeveACRuzaTScWm9QE21SVbMXGj7FomrAyIxbjj3Nm8+rvr+WRcBibIOARRaY5nGxQVcpkmSOaWphz333cKSnIKXLXJ5EwsyIRRtrsrJ0wDlsgiFq5H5sgYFoW3caN49EVKxijKMQsCxtQoWtseeFFppx+epoIYbfbOfLq37Pr7nsYHw5TI4o0Fubz6559BCwLFYvdsSh3lW9inmWyIJb0PVuYiCMCvTWNDl2jJTeXD1SVMWeczmVffc1OwzhkrkokmZ2qyg5NZUAqsbXH0HnQn8mCeIxViTh/CYcQgSPsDkokiSWJODHD4NNYlHv9GUjAF9EIa2MxmnWNs51uVlgW+dIB343hNhtrEnHaTIOdms40u4McWWZ1IsE4u4MMQWC9pjIgFRC9zOPl/s4O3EC7JPF1NMJ2VeUGr49vY1HWJeKc4XKxJBZjZU5P/I7kdZPdGezL74USSxJBBNmOAcQti1WGRRiBW0NB+ji95BoqlqRj//ZprIFTyR15AnWLP6P4qN9R11rH4upyeqf6s1lVafQX4u8+lIxeSckzR2YhNb9+hCBK9DN1NiIROPpy7Kl7oWD8GdQs/ADJnUGoZjs+dwbDF7zJmHAb3yCxd+rlZPabgJ6I0LJhLolAM6aeQFTstO9ciShJhOt3kzngCJpXzMBpt+Hqm0yOiLIN2enF32tUeo+bN/Ik1FXvkVG3hAZ7N7T2OmwOF1kDknvOgrGn0rxxHsLBSSVRwp6Rj7dsMHo0hJmIIqfmUpBkWjfNB1HEldsdZ3YxnqI+ZPQZgyjJdDZqrFm3ns+W7abHyTfRuuUXtHAHiUALntJBtG1fimR3Ea6rQA0007FrFb7uQ7FnJImhM7bs4qjxfo4pjLJ4z1o6gyE66/ZiyyggUFmOZVn4eo7ENA2MRBTJnlzPa8FWckecQEfFKhxZRSCKeAr7oLj8ZPYbzwbT4JI7n2bmqw+nZVuLiwp54u7DJaALCgoYXupjfzSI4vJhmQaJYCt2Xw6x1hoE2UbHzhVYloUabGGJezpLX5qLW1Sp/fVjMgcdSdOa75FdPkDEXdADxeUDl49Nuyu47PyzGDxoEDsdww48nw7rxaG4//l3qMwYh5Ap0gjc/ue/0JY1AkeKgJk96Ehat/xCpNj/9xv6J+C6y85nya2PUe8bjqXFGONuZtzY0f/qbnWhC/8pdCU1uvB/HlMnT+D2QJA5K7eiYHLLXZf/TQmhfyTsdntaK/FgyLLMg7dfC0BTUzMX3Psq0ZJkeV9w20J+f/Jobvn9Zey7+SH2CyNRPFlkCyH6dx/A2vJNfLRkDzFfd1zffsTdZ49n+vHJcsl9VXWEqjZjH3oMALG67UwbVMDebd9izyzErnUSKOxHYO8GsgaoiLKNeEcjSna3dMll67bF1Cz+BBmDwqMuQxBEvOMvwpR3UlJcxO69lVz75AcI3caRVTYIIxHF32MEX8xezKgRww4Z59yFi2nNHIaSShzEiifw5fdzufPGqxAEgVwpiDryxHR1iHPYqcxftJw/3/OHw+bsmj8+yOzdBzwaLNPA1BIIgsDiddt4+LpzmfHcRwgZJZhqnFhHA8VHnEfd0s/xdh+KIAhokU7skQaePKWEfft0XpNPomndT1h6AkOLY/fns2bTjsPO7XLYMPUEkpLcHIpaFK/HQ6cqJxd4oXYSgSa0QCMWjbhLBtC6+RdibdVYlokzuxRTO2BcKAgCRcWltC5+HzK7YahR1HCAfT++jBkPkTv6FCTZRkHKy6Jt/Q84c7shiBLZQ46mav7blE29LDmmcDve7geCk47MQjyFvcgefBTN5XMR7U6C+zfjLRlI5971NK+fndJ8jaQXux171uIp6oOnZACNq7/Dldcdd1Ef2rYuwt97NLGWahSnD9npxTI0XAVJz466JZ+lDeAi9bvIH3MqjswC2nYsZ883TyErDuKhdvT6XZQaGue27GWGzYcyYDKZ/caTCLbRuPobsqZeyutz/kJWn3GYWCR2rqAkrzuiYkd0Z9BhmsRTjECPIPBksJNcUaLeMCiTZLyiyAi7nRF2O6Zl8Y4ZpvggE8kqXadAkrjI407LH9zs8fJsMECxJPPnYICjHQ52aCpr4nGyJYmfY1FOcLpIWBZbNI3+kkyFqh1yXxRIEnt1nSZdZ4maYJLNzjEOJzt27+HNSIjTnC4GVVbx0Rtv0euhP9Fy9NFU1Ndz8amnsuSUAyXa2YJAdNcuht3xR3LicVoP2qjGTJNYJMzVbg8TPB46DIP3I2Fu8niShpv9B6D37ME7m7bQJsKQY49F+eRTmjo6+blXT5TsbE6Z/TM7ZYUySWa3rhE2TTypjdAeXedcV7Ky6GinkzewMMePo2PhwkPGKmJRretcnPI5uUlR+DIa4TyXm4jLjex2c5Io8XM8Rp1hkDjI8yMQDPCHlKb1iudfIP/RhznvmmsOaX/7hg388sQT2OJxfFOO5PyDTFPz+vYhLktUaBpxy6JQkjgjFayYFY3wVTzGUEnmo3CYSl3jwYwko6tUkSm1ZAbakprMHaaBkJuLz+dj+6pV7P/jHYxsaWVUhp+CB/9Ew+7dVL7zHj0Mg612O4XTT/7rRwGWZeGqr09v7j2iiLl/PzabDcPhBDVZjWNaFvV5eYyZMIHB38xi5vPPY6kqZ151FUV/wyPkfxKhUAj73Ll0sywQBE5rbmb262/Q//XX/qn96EIXutCFfyXsdjt/eO+9f0hbP7zzDi3rN+DoVsZ5d9zxL634cLvd9OvXjyWmyYSDkhizwmHmff45J/7uAJVY7tmL4JJl7NL0dEWAXxCILFrM5aZJXmrtdKnbwzPz5xNUbPwUDHCtx5tuY7duMLitjV6ywgY1wXxNRVZkwqaJQxD4IhpBtSzMsE53ReG6uT8nv7dtGw+NHUdWZSXlqopXEBht8zDNobBH14n27nXY2ARBINq9O0ZrG5Ig0GpZ2AcOAKC5uRnKN5KRSlAAvBYJ8XuniybD4OtohErLYsoLLzDuiCP4oiAfYc+BKnMsixZDZ5Omcpnbw5Z4Iu0NBkmPsmMcTjyCwJetbZz5xef88Oij2KqqSeTlcf1LL/L2Aw/Q+PkX5EsSF7qT66NjAkG+uu9+rn/7rXRbR51xOhvz85g/bx75ffsyuq6O3GefY5qsYFoWTyTiKMB0p4tngwGCloRdELgiNe+nWxaz2tu5y+Hkk5oa1iUSmKZJuaoyXFFYnEjQTZIZ7FL4Jhplg6wiInCM3YFLELAQmGR38n0sgpckucUjioy12Vhombzsy0pXeFzkcpOZIrZ8Fo1gQ6DK0KnRdUplmQ7DoMMyCeoGwxSFL6JRMkWRwTYbw2w2YpbFOu1AZTIk1+43e318E4txodvNJ8CTsTgBE6KJBPPjceyCQL9YJ43py2NRG2hBnHoZNsDWYyiPSG603G4Ej7wYAi3Yf3mPsZFmTkzdy9NDdVzXUUuoZhuZ/cajBlvw9RjG975MalbPwoPJEkMk2Hs0XnfmgftMlHDllpEzdBqV8+Joe1dixiPpz01dxbIMsvqNo3XjfAZXb+JBPQSywJqMEtr7TUj+vuxubP5c7FlFqIFk8i0vJYEU72hEkm3k9BrGqKwoG1OqBAB6PIyhHpBxNbUEmqZz3ZlH8sBHi3AWDyHcXH2o2oBpEqqtIKv/JCRbcq8nO9y0bVuMzZtNsKoSK3UOR0YBNn8e7oKeqJEA0cYfibdU4y7qg2UaFLtNfvpFJVY0DlEQyBtxAmqwlY49a5EUG5HGvXhL+lMy5UJMXaV67htk9EkmZfRYCF3xceldz2B5CtCbdkNOL7oddzUAkcZ9xNvraCmfgyu7iMTaT4ll9sNQY9j9ucgON6O87Wysqid33HmHyEAJokSN0p1t23cwYvihMYbfMGfBYmYvK8cuWbz+5P388bGX2dFiIz/DTXFoLeEWDSUSJRwyyRx8LK2b5lN27NXJecwqItRSh6LrdFasQHS4yeg7nnD1Vnzdk+fTExFyMpPP1TOPGslT329Gzx0IgTqmDS35m336DUFNRLAdSDzFBReyduAZZGhxLEOnT+7f9vP8Z8Lj8TDj5QeZPf8XPK58jpt22SGE3C504X8DupIaXfj/Bc6afjxnTT/+X92NQ5Cfn8f9lx7L7U++TdwU6Z3v5Yrzz8Jms/HZSw/x+czv+WbOfGp6H80mOY/mPbPJGzkFG6B7s/ngpxWMHzWUFavX88v6HThzuqUNyhyJVj786d30S+nLb2dz79uzyeo/gYYVX+MpGUDHrlWUHZtceESb9mEmYsh2F3pnfVoSybIssCxUVeWm+/5MomQaVl0FeiyEEQsjObyH+Bb8hsKCXIjVgjsDADMWIC/rABuhINtPrXkggGvqGk++9jlvzd1Mls3gsZsuYtDAfgC8+ezDPP/6O7z41ecINmfaNLxz73qk/CHc89zbZI4+D9mZZKC3bF6IGmzBnlHI/h9fxObJIFuKsWv1PCRJYva8hSjbalHcPvy9RiHbk0HSyP4N7Nmzh969e6f7dcPlF7L6tkfYZZUhGjGO7SYwdMhgwnWPI/SYgq/bYOqWbCFv9Ck4s4vp2LUamyIgyRZZR16FocZo27qIcH0FnqJ+xNrrCHQGKDjqSpo3L8BIxLA5PRQ54gwbNp5Fe1oOMfN29xiFfdfPGHYvwfYQnqK+RJsrcRf2wlM6kLati8kbeSKCINC2bQneboMBcBX0pGXjfLxlgzENDWdOKfGOeizLIlSzHVtGPlqwBYc/Hy3SSdu2xeSPmZ6W8DK0OM7sEkRJIW/kAbOyls0LkCSFsmOvpPaXD0iEsnDl98SRmWTsZA+YhKUnyBlyNJ171tFcPo/WwVN4b48L3BmU9hsPgN2XjT2jgPZtiyg97hoSncmtjOzJpHnjXHL6T6Jb3Xa+iUW52+enwzR5KRTkYX+y8km1LB7o7EhXT0CyMiBkmjQbBnmSxPJ4nF2aykDFxq+xOA5R4EynCx0YZrNxstPFR+EQlarKPkPnWp+P3ZrOpoRKh2liEwQucrlxiiLfxmPMjEQYZrPxbTTKOLudMxxOXg6H8EkSRalgwACbjV5xhampTfaVLhfPPPMsL9bWAEn5ogrD5LhUnztMk/Id21FHjCReXc0Yu4NPI2Gcgsh+XSNXkplgTy54MyWJHqlNsCIIlO7ejTZpIsNnz6FfLM7syio6Ro/Ef/bZXHf66Tx46qnImoosCKxMxIkCnaNH8d7efYyKx2n+K6afLRFn7OmnEzn+eOY9+DBHCgJLdY1au53ceOKQYxWSP3qfKBL73UVs++RTeogCjWPH8G12Nq7KSvaHI5ysHUgGjZJlnn7p5UOSGvF4nLk33Mi51cn5qdy8ldl5eZx02aUAnHjRRby7eQvff/klnZ2dPH5QcOVIu4MtpslFbg8R0+TdSIiEZWGRZC3OjEYYaLPRR1HYrWn0KN/E+/fdR3zbdk5r7wBJIi8U5pt33uHGhQuZ27cv87ZsoffEiRx/8uFJDUEQiBYVYbW2JSs1TBOxe3fy8vLQzj2b8k8/o1A3+Mrr5t5585BlGa/Xy2UPPnhYW/8sCIJANBwCDjzPtb+67l3oQhe60IX/GL585lmKX3mFkYZJh2XyRnU1N7z2P5Mk3rZ+PYuffgYpoVJ40gmcmpI1+lvoc9ppLPj+R46x22k3DMKGQd0vv8BBSY2LH32Ed2Mx9v7wA2Ysnq4KjSky4kESmSJQv3s3I2SFizOz+CoaYWCK6b5F17gq9R6eYrfzZTRCa98+PL51G6Zpcp8/I+1xNvOTz0jccAN2u50fbrmV65tbwO3hNKfJx9EIfVNt9pZlVi5ZysvnnY8jGEQeMZzLHnsMURS5/L13+fKuu5Hb27ENGcIl9yflfP1+Pw3AJQf5dJ1gd7BH1xhps9NHUZjj9XDCeefy8YMPcknFLj6Mx7jA5SZqmrwcCnKMw8llbg8BINK9G1t2VDBEUUhYFrtUlT6yzGibnfNq63j6pJOYct119Lv2WhY/9TSzLrucbpMns8PrJREI8k00ykibjW6yjO1vyEwOnziR4ROTBLZ3r7mWIQdVtE5wONhuWgwSBK53e3ggEmbCQeQcmyBgQ8ApihjrNnCtMxnEfzscZLOqcoTDTi9ZYXYsxuVuD9/HY1zscmETBJ7XVPKx2BSPM8nuYLOmcZXXi2ZavBAOkn2Q/O1vcIkigiBwocvNH9rbuMnrY6eusVZVkYSkH9lxLhfrEioFkkSTaXJRikm/PB5nVTzOeJuNHrLCj7EY/RWFSkNPS7XW+vLZe+kL6IEWPO/dyHBJImKZnFm/nfc/uBXV6aPOnU1WuAN94bsYA6aQvXEOuVg0ZhRg9+chZBYSnXQu2QteT/e7myQj7CunsaWWXqf/ESMRSRpEj5rOllHTsSyThl8+pGD4cbRvXYSrsBey3U3Lxnl4UjLQZkY+L4t21IXvYR59OZLdReuWX7F5c4k1V+HMLSO/ZR+krrGixdPJAwDL0NMeh1VzXqN1yy+okU6MRIRI4x7C0Q6qexSSYc2lOuog1N6AZSXlnLIHTUGQbAT2riOr5wSWrynH3f8oALIHT6V+2ZfkjTqRWHMV8fYGnLJBw4qvcGSXYEvt5YonX4AgCDiyi9n348u4C3ohiBKGGiXWsp9w3U66n3QjlqHTuOY78kedhLF3PrOXlWMb1h2bO7lPj3c24swpw1c2CMvQyOyb3LuJsg1/n3FEtswhZogo7kwMLYZuy6Jg6PG07/DgKTngBeEu6EmsZT+WrlHqjPPTDx8x8IRLyJ5wPoIg0rJhLhPG9eK6icW8++tKtHAHhhpDsiX3UDY1QG5Odrq91tZW/vLBDEzLYnCfbrw4dw9m3gAs1aDivheY9dojxONxYrEYV973Ag2ZwzBs7URrfiHHl41pGocE6wW7m5yBo5Ed7iQhcX85jtweNK7+Njlv0Q6W9iph5649nHriMRQV5rFw6SoGTezJ9BOOOey3czB657nY3RpEdvowdZVBpVmU5bv5YfsmVMGOWbOW3x0zngduvfbvtvPPgtPpxOv18cnsFXw6by3nHTuGk4+d+q/uVhe68B9GV1KjC134B+KLWT+yY18NY4f1/w+9DN7/9ldsoy/ALgg0mwb3PPMWbz91DzabjUsvOJvvVu1G8f3mv2AnUr+baMt+EAQ62isZf/5tmK4ctEATzkIHucOT4VLHvgVcfOsjNEYFsuwmLcEEuaOTDHFPyQCq5r2NTYJowx4cOaVEmvaRNzJpfhatr6Bj6y94+4zD31zO9fddwc0PPsdeLQcfEK7ZDoDNm0PLso+59I2HDxvXpPHjOH7RGubvLscSFUZmxrjk/HvTn48cOpifPvmJnKHTsEyDhlUzKZt2JQnZRgPwp9c+Z+ZfHgKSgbj6hlY8+d3x9h5L+84V1C39jKwBR+AtGUDNrtV4UwkNALs/j3DdLvw9h5PvMvnmlQcoKizAsixefvtjKmpase/fSIfmRba7ibfVEazaDMBDL77Dhy89nmbeORwOPnv5ETZt3oLP66FPnz60tbVhKx6MVJD0aXEV9MKZknTK7DuOwqYlGEUjqdi7AQsLT3F/Wjf/QuPaH5HtLuz+fJo3zcdT0BvX0GNQwx2Y9Zu46uzj2fnEa0Ta6nFkFyXbjjXw9euP8von3/DpiiokINFRT8OqWYiKg2DVVmItNejRAJ7SAQQrNyHZHMkKklAbUuNeBFHEsiyKjzgf2emlY/caIo17KJt2Baah0bJxHoYWp2XjPLylg3Dldcfuz8NIxOCvmBrxlhqyBx+FM7OQjN5jyOg9mubynw85xtRV9HgYmy8HT0l/IvW7MWQb7szCQ49LRCg64nxEUcSV143G1d9hxCMYtTspLZ9DZ2cj92VmIQoC2ZJEd1lOL0ZtgkCJJFNlaHwcCVMmSdQYBqc4nLwbCrJT1+mlyNzhy6DWNMgWRUpEiXcjISp1g0k2O6+Hgoy129mt6zya0hoeb4c3wiHyJCnN/luvJrjA7eZH0+TneJSj5eS98UokTMzvo1uvXrC3Mj0u7a+LksMhPnzwQbDb2ff8CwiJBE9YFlmiyF5dp//2CO2CgMu06C3LDEttDj+LhClX1UPYWTHL5Lcr0up2w6xvOS6hgihSEo3QsmAha5ctp2nvXsLrNtBimZzlcuFwOHkpGKS4cj+9b7mZ8uoa7B98yJJ4nCkOB1tVlXzTYtcbb3LKRx/y2SOPMj8apb+s0J5IsFBLcKzuoECWWRqP4ROgxtCJDh7EpDPOYHuPnmQOGsj9o0Yhpzbju7dtY9G0Y/jNzWhpIo63VePNk08m98QTOfPGG6mtraV3TU16qnoYBnPLyyGV1BAEgauefgqefoplP//MpiuuYlhqLspVlXheLh2RJFOwybL4JhrFKST9UgzL4otoBBnYo2nc7c/gx9WrkQ4yGQWQ9GSQ//jzz4fzz+fv4bzXXmXmnXfh6OjAHNCfqx59BIArn3qKTWefTXNdPfcfMw2Px/N32/lnoaWlhZp4nB2SQpkk8X0siuD817PCutCFLnThfyMCy5dxhJE0u84URKQNG/9HzhMKhVh43Q2cVZc0M962eROL8/I48vTT/+bxU045hQeyswg2t+AUBC5wunituYVbTziBvN59uOvll5BlmWtefIGWe+/hvXPPI2fzFnaLAowdy0+ayjlbthG1TD6KRDB0g5O8fpyCwHEOJ1/GomwydAYdVOUuCgKKINBUX49gWQxWbOmEBkBBWyttbW0UFhbibGxM/98piiSsQ9dJzZWV3Fa5H0EQaNm8hS98fi68+y6yc3K4/t13Dhuvw+FAGDyI/Rs30z2VHNnh9hC22xgRCFIvimjHHovL5ULfs4ciWeZCl5vFiQRrEwmOstnZ0aMbwtBhbN25E7FyPyviMX6JxXALAnf4/OwzdBbEY0y02RnY3ELWiy/xofwXbosmWfXvrl6DT01wmstFP0VhfjzOdk0jY+KEv3ttxbxcoqaJKzVXlUCVz8McTadw8hEMWV/Ozv2VaXnUgGliYqFbFgHhwLxd4HTzhCzhysxkQWMjg0WBAllGdDp4KiuDsjFj6B4KceSyFbTpOkHT4GF/Bl5RBAnu9Pq5tb2V50IB7vL5ERF4OxziRq8Pw7L4JhYlT5L5NhbjJq8XpyiyQU3gtdvRgaOcDkbZ7FRoKnd2tDNIUajSdVQsGg2THXqMcXY7uaLIj7EoezSdZ+Ma6449D0EQyJj9Ene4XBTKMqpp8nAwwNuSiF0L8nzTHn4oGcJpNRupq9rIUxlZyIJAy65F3BBooqnXaBTJxio1wdiUKsLCeJzO0oGIFtT88j6+HiMI1WxFcnpw+PNp27GUzL7jiLdUkTd6Oh07V6CG2rEAR04phhYn2rCH4BEXYs8spHb5DEwtgeLwYFkmiVALppZgiz+PukAdxaLAGZ31zJn/Nu4h00h01BNtqiRrwCQEQWBg315k5PjZsmkfhdOuQBCT/h87N8ymT56ble/exStvvMtrXy9EM3QMPYFo6BSMPRWpdi0jBw9jybJahIwSHJkFyKJFpH43Nm8WZcdcjrdxDbeeM5mvF6xm9tyfyBp+cnqv4C0ZQKKjAcs0yR12IPj+m09iy7ZF2DPyCVSWE66uo+S4a2la8y02Tzax9josQ0dIBPEU98OyTExDS5PeTDVGuH43WePOxZ6V3KtGm/cTqtmOu7gfgX3l6XNGGnZjzyzE1FX6DixDkiQKug+kfX9yz50/Zjoae7j5qos49+QGGhoaee79meyKZyIbUc4dU0pJSbIiIhQKcfFdz9FeNBkEkRmvfkLGxKSniCBK1IpFVFZW0rdvX55982OaCybjECXIKkJNxGhYOQtTjdJRsZLMfhPQokFCtTvJHnQkAFkDj2BodAXNaoidaGSOPi3pQwI8+fYMPnjmXkYPH8ro4f8x+daHbr8O2yvvsLexihy3xCP33YbL5eLK2lrC4TB9+tz4/5Sv0+49+3jk8+XohSMA+PPX6+heUsSgAf3+xT3rQhf+Y+hKanShC/8gPP7SW3xXZUf09uTn7yuoa2zh9xef+3e/05EQEbzJRYggSmzesYuJZ/4ewdJ56YE/4JQOsGot0yDaWkPusGQ5a0fFKpypklItGqRx2ae4MrLxam04SLDLcySRQAV1CQOro42M7sl2BEHAXdADd6yBvNBWtm39hbxR09PncRX1Y5S7hSOHGpx87M00t7SxaN1WxNx+NJfPw1nQk8yUHqgzrxtf/LiQRwYcYGbE43HsdjtP3H0TNzc1oWkaxcXFh7AjLjjrVN768kca1v+MK787fn9mWooKIKgdeNE/9NzrzNrQQN6okwDIHjgZZ04Zlp4M+FpYhGsr8JQkPVMCleXY3JlgWTBwOmdeey8P3XQpqzZt56f6DCTPQPQ+RchL36a53I5lqOSn5J4qYiGeef0D7r7xyvT5ZVlm1MgRtLe3M3veQnIz/QjSwQZa5iHXVJYENm/ZipDbi5zBRwHgLuxN45rvEWUFd2EfWrcuIm/YsdQs/ACbPweAq+96kvL5X/LYi2+xcs9qZMHk0ulj8fv9/LRgKdGwgd2fi+TwoMcjOP35+MoGEm2qImfYNDJ6jQIgVLMDPR7FlV1C7vDjcGYXY5kGTet+pGDsaWT0HkO4dieiYqdh9bcUTTw7zTJqXj8bR1YRkca9qME2FLefqnlvoXizMdU4uSOOT2qfJm9IFHcGgmSjbvmXeEoGEqndkdQurViJM6cbRjyc1MINt+PrNpTmDXPwdR9GrLUaQ1cRD9oAK55McoZNw6rbwd1GlK0OJ52GkZZEqDP09CYvblk0mwb9FRtnOl20mQatpsmHkTDnuT2UaSoXutwIgsBI4PNIhEluB3vCIRRgXjzG1R4vg2w2qvRDmTt2YHNCpULTyBYlqnWdO/x+9kciFIkSF6RkBibZ7dwRClEeixOLhBmpKKxMJKjVNPZpGj0VhWXxOFNkG93eeZePojHudLnA7uDdcAinIPBkRmZaFuuDcIiPI2E8NhvViQQOAc5xuXk5FGKS3U6VobM+kcCZGn/70MEUNSf1prdrSbmBG1N+GZ+98hfCaoKjvV4yU9f2dp+PPzU30/HMs3j796M4VW0wMxohYVkUSzKGqrJlxUpONUwyU2zA3orCdlXl1XAINXVcmSzzeTiCuWkTVaefQS9V45fevVg0oD+e9eVodhsDb7iBxmOP4eMff8IBFIoSOarK9I2b2b59J4tLSxlz7LH8XFDAyIZkwKMR8Pc5UCl1MI444QQemzaVJT/NwTQN9rlcTDvqKD5vaUESBC5cs5ZBqZTPTsPgu3iUwaLELl1Lz0vC5aLnGWdQvqOCEbEYO20KWdOn/83z/S2U9uzJzV9/9Tc/GzZmDIz5Dzf1T0EoEGCazU5M11mW0DnO4WS9639WerELXehCF/6vQnW6DiEaJP6HpGx3V1QwuKoKUuufQQmVeStW/JtJDVEUmXL/fex7+hmygkEed7sZvGoVZ9ns1JVv4g8rVvCXDesByM3LY8Ltt1Nzyy3cFE8QLN/IS4rMs5bJFE2jt6xQo2ts0zRKZJkCSeIIm41VOYV0FpcQ3rIVjyiyRU2wUU0wNAjH+fxsVlV2aRp9laTH3epIhF5791JUVES4tBSrrR1BEOgwTWQLPo9GGGqzsb2wiH6BToSUzGcusOvnOXyTl8tx5533N+WCW1paGFpbzzpNZYOmEcFCPHU6Z998M7Pe/4Cs0hKuveGG5MElJcRME0UQ0LCQBfBLEqZiQy4t4bq585gfj3Om18fMaCTtxzFYtLExEeIVVeVGjxe3qrGorQ1S6wm/aSJKEgNSRJTjnU4eF+AYReG9226n24TxTDvnnMP6fuH99/PqvkqcmzdTH+hkWDTOBJL+bF+FI3hFgdO8Pr6IRhGwWGuaDJZlXo1GiOfmUhuJUqsmWJxIMFiSqNZUBt9yM1uWLWPhytWcIMtc1Rnkl7XrqOrXj3cjYc53uXg0GEQ5eK0rCJgItKoa74fDDFJs5IkSuzWVDarKKU4XZ7vcJCyLZ4IBSiWZOl3jJKeLvYaeJv70U2wMUBQMoEnXuc3np9LQOTW1hpwfi7FZVRmkKMxzZWL2GYsA5MbDFKbu7y26xpVuD87UnuB2p4O9+9ZSZrPhU2xpabBcUaRXIow+cAotq7+ln8PJl9EIdbrOLocPpccwPBUrEcQE7VsXINq8NK79EcXppfSoi5HsLtorVtK4+ptkdb8oYMbCNK+fTbS5Ent2Cf5eI9FaauhxwrUE9q4nd9ixNG+Yg82bQ0afMdRunMcVrXUURAMkRpyIKciIsoK32xAy+o6jbdti3NklXDt9MsdMGc/Rv69O77EEQUCyOamLKoRCIT6ZsxJv7zGIsp1Q9XY8BT0x96/ikqMHsGrLboyGeoI7lkA8RIbLCR4v9vyeGOFWRnfzsWbTDuI6uFxe4i3V+MoGAaBGOhFlGzZvDh0Vq/D3HoXauAtJcRCuq8CV1yPtr+ku7EPTmu8wNJVEoJmSI3+XDObvWYe1+n165eaz6efXyRo4BT3SiWR3Q3Z3bBn5B+6ljAIC+zZgmTqde9ahBlsRJAnZ6UOyu0h01JNlL+GFtz7Ep7Vi9DweyeYgVredsVOTSYvCwkIKCwv5ZMRwamtrefOTWeyqbeeh517nvj9cxbez59GSPQr5N9kuT9EhVR1OPUB2drKqQzOs9JwDSDYnmf3GE2upQU4EaNk0n0SgBedBvqZGWxWXX3YGk8aP5YTrHqPzoN9K3PzPh0slSeKBW6457P8HJ2mam5spLS1Ne4b8K7FgyQrU3EH8tivX8gaxYMmKrqRGF/7XoCup0YUu/IOwvKIZMTcZ1RKyevDrpk38/uK//51Cj0BzijnRsXsdhphNzpBjsSyL8+58kff+dDVPfTyHdstDrH4nhUddlv5uRt9xVM17C1M9Am/ZIDz+HD6/+Wief/0Dft7ditTyExl9xiJIMo3bfsXVtxObO4NIwx4s0yRuyYQFF15/JuGGXThzky93M9jEMUeM5qKzT2PZqrXc894CfBMuRg200LlrDZ7ivuk+iJLMstUbGHv2TYQiUWKdrTiy8pHVEJecciR3/uHwskrLsrjziVcw+xxHgcOHvn02k0f0ZGUsVaZpaFRXlHPsNY/iUwxCcQPZ5UOLBlBcydJYM1CHT2+jrmozBWNOpXHtjwT2b0R2eMgbeSJ2Xy5N637EmVNKk+HlkZnl2DorkfomEyOiw43q6443vzvxtrp03ySnl6rmmsP6vG7jZu74yyw6Pb2xR9aTFdtPW7gU0eXH7KwjsHs1zoLeuNq2Y9lVPEOOJ95+oF1BlFDcfnKGHE3LxnkoTje1iz4me8iRuPJ6ABCs2sL1t99HADeiKFLit3Hq8VN58tX3iRaMRN88n/xRJ6elnlo2ziNn2DHsn/M6vrLB6XN5ivuSCDTizClJV5AIooTNm42pq8RaqrFMAy0aSH/2G/RElL3fPYfs9NFz+k0IooSeiNC+YznRUCudu9fi7zWSSMMehJTPiB4LUjz5ArRwB47BBTRtmE3huNMBcBf1Yf+c11Olzt9TOOEsmjbMJn/UichOH4HKjfh7DEeLdKLHQsgOD0bP4SxetQuPKPBuJMyJTichwyRoWjwU6CRflqmUJLwF+exrbuG1cJDRio1V8Ti9FQWvKBI/WHsWcAgC5YkEp7ncjLfZeDwYYIumkiVJ1OgaG9QEI212OgyDrZrG9R4vvRSFzZpKliSyX9cRBcjjQJuiIDBJkmmtqOA0l5tm0+QUp4tGw+SLcBhLgDPdnrRhoqGpzIpC1DIREQCBb2JRBGCYYsMtivhzc+kUoKixiUvdHgRBYLjNxqvBIEMUhccyMvk2FuNcl5tX9+6jcewYvqqpBlXjHPeB6oATJYmVpoV5EBvSAkKWxaOCyKadFfyiadzhPyAJ91k0gmP8eAaMGc2vmsZJKfbbJjU5T9OdLn5NxLkyJT3RbOis3LuPETY7SBIX7Kvko23bOC0VEJj7xBOMeuB+Vm/aTKS9ne0dndybOt9AVWXe6jUcedppjH3qSWY9/QxCJIxt/ASu/i0Q8VdoaGigaM1a+ikKftFOxDDZNesbznI6+XjQIHpa8Nvl6SWKaMOGs6VvX7zr1rGto4PqwgKOvvdehk6YwJru3Zm/bBndR4zgvIM8Tv5R+On992lcthwzK5OLHn4Y119Vh/yzMHDwYH4aNZJzN2zEYRP4PjeHY3930b+kL13oQhe68L8dJz/0IJ///hq6V9dQn5vDhHvv/h85T7cePVifl0u/9g4A6kWRrL5/P7h0/MUXEz7jDNrb21l50smcnZKuLJFl+lRV0d7eTmZmJp8/9TSb3n2XP6RkJX2iyPBQmAl2OzmpQLRqWcyORdirqbRYJrolcMLllzPg5JP49JRTiRkG9brBnzIyWJRIeiJMcTiYH49RrqnU6zoXuj2sffMtRk2ezLArr+D5Bx5AbGnFrmmM9nnZfcwx5N92K+O6d+f5IyZDaqxB06Ru3ToyNm3m3vv/xJU/fMfQUaMOGWvl7t30aWul10FJ+rl+P98/8wwlC37BFCxe3bqNG15/jUueeIK3g0E2fvU1dzhdnOp08VkkTMf+SoK7duMVRfIlkb26hv5Xcxq0LC5wungk0Ml4m40Gw2BNIlkd0G4ayaqHg+DKzKTbY08wDtgx6xve27ETQU0g2O2cc9ttuN1u7HY7t336CaZp8s4ppzJh4yYgGfB2NjYiTDua2NezcAgCMUFgrCCiWBZXuD3EIlHeHDaE2Jq13ONLrqdaDYNnXnqZkxQbFzidLEvE2ayqjG/vIDZyBA2LFvFsMMSVbg+fRMJc4vZgAM+HgjyVmcV+XefXeIygbOISBVYnVFpNg6wUi9wuCAxUbJzpcvF4ZwdfxCIMVQ4NwrpEkfNcbjpMkx26zq/xKM26jkeSKBIluikKsiBwr9rBi7OeoLxkELqk0KEZZEoSDkEgZB0giCWAkpS3x0fhAz4EmmXR6s1FECXyJpzFi1WbGdK4i2p3NnuKB3H0yi8pLx1K/2F9Wb+nCQMBU1eJdzTRuXcdrvyeaMFWLNNEDSWJWwVTLkQQBOKdTTTOf4eiz+/n1lg7S51+vixNsvL9vUdTu+QzMvqMIW/4cdQFmmkLNCPGo9h9Objyuqf7GGutQXZ6Kd+xl9b2DnTRgakljcMt08BQY+jRFuYvXk5Ilygo7o+pxom31SK372bBZy/w4jufszRcQlBrAU8B0ZhO1rhL6Ny7Dv/2mVxyxnHUNNj4oSkb2d0T01uFO7eU5vKfEWUboert5AybhqekP8Gqrez/7hn+8vBtfDa3hc0N+9Om45BUN4i31eIu6oO3dFB675TRezTNe1ewdv6rPP/aO7y/PoSn7zgkm5P42sbknm78GViWRfPa7xBsLgw1jq/ncBIt+5HcmejxMLLTR2Gml8XVOkZBGW3hLRib5iE5PCiebH5euZkrLjqQ/Pv6h7k8+MpHOIedjuL2s6ElQsdjL3HCESOxElXgTO5BfN0GE1r+ProrH0mPcvulp5GdnU0wGKS6ppb26l1kjTgJPREhXLMd0eaie1EOj152Dq9/9CVbCsYTqd9F3YoZKA4fI/MtJo1PmpAPKnSxJBxEcvowQ82M7J3DfwWGYfDYi2+ztzlMllPgsT9eg8fjYdZP83lh5goiSiYFZiOvP3Ad3cr+uZ57f42RQwfywbrlkJuK8XTsZ+SJo/7+l7rQhf+H0JXU6EIX/kFQhEMZ+xL/vnb5Cw/8gXueeoPmkEFn1UpyjrkJSC5ufYOPYemqNfz01qMEAgFu/lOA1fW7yeidfMnEWqrIHjCJUPV2RKebbhkSl998P01yEYlYmKLhx6cD4MXTrqJj8TtQOAS7Pw9TjZE14UKay38mb8IFhGq2J4PtZpwzxvfiwrOS2Zgvfl6OVjgSAbBn5OHtNpRQ1WY8xf2RbA461n1LZ2YvMnqNwg9Ye9ahRTrJGH0Wn1VUo7/8Nvf+4epDxrxr1y5WtbmxFSTliKThZ5Lt38/AqvWs3BbAkBw4uk+iqjNAVv9JdK76nMxx59G8fjayy4cQC3D9qWO58YoHOOfau9lYsRK7LxvJ7kobjAHILj+t25eix0JEZT8NNTXkp97VgT3rMC2TUO1OEh0NJDoakBxusvqOpWf/jHQbdfUN3Pf8u6zf3UDEVMjwCmj+bhhEuG2Ci/rmBqyzp7K7qgGPYx/33HsL977wIQ6pmMDedRhaHElx0LlnHY7slKmYIDBpYAltDbUEc7unz+XK78mCX+eTf+JtxNvr2b1zG5f94V46IgkEe28EUUlfTwBnThlaqB1XXg/aK1amq0ICezfgKexL+65VmLqaroCJtlSjRcMkAo2UHHUx+2f/BZsvh3hnM5G6HRiaSrhuF/mjTybWUpVOdsh2N6Ik4ynsgyO7mIbV3+Iu7I1lmlQveA9RsSMpdmLRAInOxkP6KAgCNl82pcdchqXr1K/4ClGxY/flYvflEmnYw74fXsLfayR5o5LeHVawlSbTZJ9uMVBR2KVpdJgWN3p9bFJVNmgJpogS/aJx+vn8vBsKYiBwlz+Db2NR1sVjSMCvsRhTnU7aDYNVahxTsXNWivHXR5bJEpOm4BICMyJhViUSlEgSt3i9PG8YFNpctGHhV1VsCJzhcvNSOJQ2296squSIIiCTKUlkpjaA/RSZsTY770fC9E+x0AKmSR9F4UxXkuX5SKATuyByu8+HIgh8H42yKh7HbGriUpudrYJwiNRWqSJzlNNJta7jFgXqdZ1gfT0XzF+ATZB4SbLoo6oMT7F9tnk8uHWNN8JhbvP68Igir4dC3Ov18UEkzBVuD6vkQ8ue9xgGIz/7nBe//ZYWj4tgZwBZEIibFgNsNoplGa92YANvIuA5KGkiCgIHiy5ltrSy7+FH+H0ouSHd4XazVk0w0e5gnyRRkjL+G3P00aydNQt50WLUBQuY+eKLHHvFFcz99FNcfj8nXXABoiiyctEi1tTVkelwslVVcYoCAdMi34LEvn18JYlcYib7830sypUVu9jR2kqfl1+iuG9fpufnp9lQY48+mrFHH81/B5Zl8dNHH9GyZy/Djz8OSVFY/e67VO/ZQ7+duzhBEEhYFq9WVnLH11//t871X4Usy9zy1VfMeO55zEiE4y65mF4DBvxL+tKFLnShC//b0aNfP277ZSFNTU3k5OT8jzFss7Oz6fPwQ8x65RXkeAJlymSuvPKKf/d7Ho8Hj8eD+VfSoRrJ98ETV1yB8u33hDUV0+dP+2oELPOQAH0PRabBkHGLIuc7PWRJEuEPP2JBIED2OWczcPYc1oUjyILAUSkvsEvcHibbHXwSCXOt14dTEBBMk82rVlF//58Y1NTMfk1lk8OBdPRUbnnhebKysvj65Vfo0dbOp9EIqgV7NZWbvT5yU+unly66iKd37jxkPP0GDeLj0lJ6pao8t9jtdBgmxd//SJ4o0FOSqfzuO+6rqmLIUUdy6fPPI/74Ex5RZGaqQuQkUeaLVavYbOhMsjv4NhphryDwtaoyUhTYoKoc6XBQpijc5PXyfDDAmU53uoqlPjMTm8fDzIYGYqZJWFboaG8n3wIEgQGaxqLXXuNaUUIFrn3tdYYMGYy3oJBj7ryDPoMHo5eWkijfmKyasCzixUXc/PzzvGizMeDDj3BbFhtUlXbD5KdolJOcTgq6d8e5oTw9FzmSRFk8xpGKDUSRk50uXgwF2GDayIpEKOzVG2nHDhyCwHkuN3PiMbAsdMskS5LoqSi8HQ7iESXyJIlaU0dGSFdGA+zQVP7UmaBYlDjCprA4nuCDcIhpDifbNI1uUvJalUoSZ7pcjLfbeLSzk56KzDYMfFj0szvoJis817GfayIdtE08n+vnvMpUM0a9ptIkKdyIgFcU+S4aTROCjnDYeTEYoESWWeDNp/noy5FJrsE6ygazotdoXHk9cFRvZcuYu1Gb9rNiwWwyJl1ARu9RWKZB/fKv0KIh9s95PenJodiR7W5iLTVYpk68o5FwfQVlZ91DfbidD396nscjzVQ17GIbEG3YiyjKhBt2E2uqRA13kj/hLFy53ahd+nm6eksNd2CZFpYFO5ujjOjfncw+o2nd+itGLIIa6UAQZQoyRN7+/Adyhh6NzZMFgLfbUOR9v+D3+1m8eiONde2UTL0EUVJo276McP0uMnqNJicgccWFZ3PJ3c8iO5MCr7LTg7dsMN4UwU2LBGjfuYJA1WYEEwR3Ng+/OZMeOQ6m9fCztXo5Zp9jEQQBoXIZjuwi/D1GEGnal07QaNEg0YRGIBDglmuv4Mfzfs++2p3oiRiKN5uMXqOo/fUjxvbJR87LIpIzhHDtdjL7jKXTstJ+jJ1716O1dyIXDkePBtF1g4Kxp6Xv37qa1WiahqIotLa28tL361C9pfhS/h6y3c3e1gQnHDOVnxY9xYqGAIlwAK16Pb5JlyE73BjRTmobmqmvr+eWx/5CVfZk3FILTetnk+hspOSoSwjtXMItp4+hfPtu+vfszoaVO5HsHpx53YlUbebSMw8kVp65/xZeePMjalobGDSigKsO8ib6z+Dh599gdksesrMHpq5z44Mv8MFzD/DUR7MR+p+ADWiz+vLkm1/w+uN3/JfO8Y/CuNEjuXTrLr5buQqAk0b3YvLEcf/SPnWhC/8ZdCU1utCFfxAuP3kiz85aRdhRRGa8huuuPtxs9q/h8Xh45dE/AnDZDa1sjiSrKQASnY0MPrpfUns0I4P3X3ycy2++l8XLv0Dy5iBKNoxEBEduCYmWauJanJqEk9IJ0+nYvRrxICaNqNi59KwTqW6NENJ0ytuTn/2mkektHYi3dCAt639kQaVO4L4nefXxuxGtQxM1mDoFE87Buet7jhw3is8668gZeYDp7Os+lI5dyReiI6eMX7et5t5DW0DXDTjYnE4QsADLkUn26AM+JC2bFwDgcnkIrpuJI6sHoeqtOP3ZfLmqioT2MQ2NzeQOO5vWLb9gaipapPP/Y+8/A6Sq0vV9+NqpclVX5ww0DTQ5RxEUBBQFRcQ8CuYwOuacc8SEWVFQUAmCSM6Sc2xy7m4658phh/dDlQ2Mzpk54XfOef+nr0/dVXuvtUPVrrXW8zz3jWJ3YxgGgapTJHcaTErHQZSsnopkT6Fy23xMCWn4jm9DdKWjWJ2kdByE4khE11Tq1kwmf/gZM8ZH3vyck+4B2LsL+HYuxnv6IJJiwVNxhOuuepFXP/yS+SV2REd/dE85WbMWMG5YX7ZP+Y20XpdStWMhvooTuNv2xd2mN8GKYxTYA0yZ+B77Dx7mL2/OIqH9IAAaD6/HldYCX+lhor56UrpexKHKE6i+/ShJCVjTWhGqK2uSfwpUF2HPyMfkSkKPhDi5+BMQBBR7EhF/A96SA4TrK7CmtiDirSXqb0SPhmOmdoKAs2UXApUnKFs7ndzht6NYnVhTcvGdPoConDFfjGUWhVCDXkSTldaX3U/E30DFpp+J+BpQHAlEg16C1UWkdh9B1c7FTffBX3YULRJCks0IJhuuVl0p2zCbSucSHJltaTyxi7SeI/GdPkDjse1Eyo/S7uhmhlqsrAwGORAJY5ckHo5npLWUZUq9KipQIIroug6CwDBrrPx4vN3BG54Ghlis1Goa99XVMsJiJU+UuCyeLa8bBiWaRnVeK+oVE9edKqKt4uJAOMxxVWVrOMztJjOdIlFAYIErgZNJidTJMmR0Z/6G9ZTGfTkGWyx87z83i8xAoLWicKPNzsueRlqmplEhSzwanxwKgoDZ6WJMXA4B4HKbjf3RCNkIrAsGsYkCq0NBhlisVGkaJ1SVD7IzqTpxkv4GzA0GuMlmp2XcbPJFUeQZm4XzE5OQLBbyJoyn97ffMvLEKT7weOhuMvG3uCZyP8PgqKpia9WSZf4AnTxeVoZDXGWx0EkxMVLTmerxUtK5E8lWC4cOHGBkRGWlGuVIUhLhYCwrs1ZV2R4O00OWSRQlvvX7aNR0vvf7uMhiYV1aCmNr6prkMzooCm9ZndTkZOMcNoy/XBOT5ps3eTIDfplHerzMYvF77/PulKmMr6rGIwi8t2gRd3z6KUsef4JnXAlNMgQ/+X20khV+DQa4QdMwDJ2vIhF8wCjFRKYkkdnQyJKZs+j/xef8V/PVY4/RfcYseug686dNJypLjA0EAZgRDFBntpAkSbgPHCQcDmM2m/9Ji/9vsFqtjH/2mf+Rvptppplm/r+GJElkZWX9P+/nwrFjuXDs2P/Qvpe/9SZf3DyeaxSF46pKdY/u7F23jk5Ll9HHZqNOM/O218NlFivlmkrEMNgaCTHIbCViGByMRilQFE4iNGXsO0QR6eBB7l29ip2bN1P7zDN8v2Mn4+0OrrDaeLS+DlmAG20OLMBX4RBFmzayfe9e0ktPc4XVRommcqmq4Zu/gJd27+GdHdupXbqU7GiUBiFWuS4JQlNAAyDTF2ha9PydhIQELvj0E355913kSJTUESMo+uYbOmDQoBtMD/u50mIlf8tWOu/Zy3clpwknJeGrq8cqiHSOz4/uiqq8kZ7Oz+VlYDIx4NFH6H3RRbwyfjxPV9eSHj93RRCRBIEIUKHrlOkag26ZwNUPP8xXA87jLw2xyud9kQhvhQJcY7PTWlZwh0IIdgeHIxF6RyMY27YTAb7ZsYObZ87g8MkTHNdiySrBtm158tNPOX3qFNsXL6GfATsiUcbZ7BiGwURvI0dC0HHJUvapKieA1rJCva4j/l1wLUeSGWexsmPaD0zN6kxfAfaqUVIkiaFmCx96PQjExpm6bpAqybRVFHIliRvtdiZ5G5no9ZAoxuqKb7Q7yJAk3vU0YlE17KJAkigxydNIL5OZniYTlaraFATJkmRaKzKXWKy8bE8nu/IEaWKUIlWlVtd4zaqx77eveafzENZWnaBn2UE2F5zPh4fX0R4Dn65zj8WBYRicVjUadJ2RssL3BqjVJZCaS92B9aR0HIQpIZ1TSz4jb+S9QCxBLOqtIeqvo/7IFhLb9cOe2YaqHQvIGXwDgslK5bZ5JPe+DEmxULZhJnokhD2zDTW7l2LPbMO+LsOp3fAdlpCXyh2LsSZnYU3OJuqtQ7a5ceZ2wJbaEoD0niMpWvo5iiMJc0IqLYbdgq/kEAcPbWemHqWlHkBPb0E0FESo8iEKIlq3axFlE8H9axFECWtKLqKk8Mgt4xh//5OUihkkFhQ0zdGTO55P1e5lmJOzKT95kCff/ARfdSl6ZntEScHQNcINVZjdaXiK94Mexa55CATB3bYvatBDXfEB7H2upVKNkCqvop10AEGQmPDEjdz73DsEZAV0nYqt85DMdqL+BiSLkwdemUT73BS8LYeSYY/JO1XvWYHiTCLzvHGc2jOb9u3asaVoP6ndLqLh2HYS2w88811t3ROx8SCn188ADAJVRdiz2+PMjlWeOaRI03e7pOQ0XlMqerTmHJk/h6IjCAKTXn2CD7/4lh+2+qlNbotsiSWqSTY3v25cy+IjAapL68lIlTC7M0jvdSk1hasQJRm3ReK9H1cQyhuKFpSJhg6Q2j2m3uDIKmDl1gOMvjTmLSqKIo/cM+Hf99D9E45X+ZFtMbk6UZIp8RpUV1dTF9T53f5cEASOlpT/p/v6r+DeCddx74T/6aNoppn/GM1BjWaa+S9izKXDOK93V44cO06nDleSmJj479r/6w/foM9lN1Gf2A49EqKtzcuYyx9tel8URaZOepMXXn+XOaesaJEg1vQ8bCmxkkVPXRmBw5Op3rMSPRoiUHGSzAFjEUSJ5PL1PPj407hcLrZs28E1T36MYegIskKw5jTWlBzCjVUgW5Cyu7HNX8+0GXP4y6gLWPnKZCxtBxOqK0OQTYiyQv+eXXn5sXtYvOUAnqJ9JOTFsq4bj+9qklMCkP7ObwKgY8cO9LDPYm8gFcHswFW2nrtee4Cn3p967oaGgWHoKJEGxE6jqTu0ifS+Y2JBC2DW7n34dAtuxUxqj4upO7iBkpXf0rpNW0or60hsHzPr09QoWjiApmmk97wExerELQVpbGhAxUBxxO6TKMmQ2pbXFhezZtOrPHHf7WzdexgxMYghiDhzOjRlsETSWjJz7gK2Ha9FTIq9Jroy2XR4F4/cMwFNi/Lgm5OxpHckve8Y/Lt+pXd0B8PH9OWKkTF5nV49uvHqjaW8+ul3CKLIC+PHMH/9XrYXF5PaPeabYs1oQ+3pAyiCiC21Bf7yo/hKDxHx1uKvPInZnREbjGe1I6nD+VTvXYErrzs1e1fhbt0LQZbwFh8g79K/IsomIr466g9voXjlNwiijGRLwOyOBXcAnDnt8ZzaTVKH8yleOQXF5iTcWIkWiWBKSCGpIHZNTXY3jqwCdC1KcqfB1O5fQ9Qfm9Sl9riY+sOb8JUcBEHEldcNQZTwFBWiBX3kj/obnpIDhBoqkKwOJLOdtD6XU1u4GmvrHgin9mDxVTDWbucbn5dWf1feLwsCR9QIYGNVOMTv01zNMPjR7+MhZ0JTxqFVELAIIsOdLt73NOISReoQqHc5yaiqJikYoI3Fxk8BPyYEqnSNEk3lqrOknHqEwwTffIMLLrkETdN4f/x4CpatYEc4RI4q40LgA28jCYKIiMBV8eCJSRIZ+PZbjL/3Xr569FFC03/EEc/Gc3buRO2xYxCNiR0EdJ2OJhNXWG1M8/swI7A2EqFU1TimRimwWAjrBubOnRh++CibBJq0hyEmD5BSXU3Sw49y81/vAWCVy8WvDzxIoiRysdXaFAwIGjr7nS4GPPUU7c47j0/+9jeSVv9Gp/gkXxIE3KJIms3KXcuXs+jbbzn55ltk+3xk5uaysHNnTs/7lW6GwTVWG5P9PgK6wQS7g5ZxLe33rGau/fxzdv/1PvJq6wDYr6l0vukv3PnCC+fcz9KDh+hzlqxXpcfDHZqOJIpYga6rV/PVW2/RwetFPuu+OEWRKrOJCk3jckkCJDIlmZ8jYdrGJ0i6YaCaFP6r0HUdURQxDAN1xSqy9djzTW1oYIzVCvFrfInFyrZImGGSFZ/T+b9CL7eZZpppppn/G1xw6aVkbFjPzI8m0b5Pb96aMIFvH3+cEfGEoiRJ4hKzhel+Ly1khQxJZmEgwIG4l9hYq42PvB4iJtO5HiLuBARBoNeAAewbNJiOBw7xjqeRqGHwVmISVkFgSzjMPfV1TLDbuSoYZmV9Iyd0jY2RMOPtDkzxtr4qLmbaRx9Ro6lImsbVcSmp34JBtoRC9LPE5LOOBGPjd1mWmTVxIp6du1CTk7jx9ddRnn6aRQ8/wsHXX+cOTSfJFEseSBAEPvJ5ucfpwi0ISLt30/aBv/HLM8+RxJkKU0EQCJ46xYt2B5IgMPutt5n29TfcXlPN+6EgvRQzUQz2RsIkixL1hs5Yq41VoRCBomKOHTlCj+oaiI85OptMHFFVlodD6HY7qkdjZsBHkaqRIIjc6YyNYeaVlfPRhUO4T1bYr2mEVIPaI0f58vzB1NXWMk7X+T4c5CmXu+k40ySZm602iES52GLljWiYDJuFxpYt6TZkCPs//4KOms7acIiceOVEL13HbE9m48Ab6Lv+R76PeinXdDrKEu1NZko1jdaSzM0OB71NZg5EI6wKhUgQJfqYzKwOBXnQdUamNEuSOKVFudBkZm4wwHCLjd5mMytDQTaGQnyYlNy0rVMQWRQMMSJSwiVOJ7mKQkDX+djrZX4oyHi7xILKo5i0KMtHP4YY8OAq2kVSNEiyqPNmIEiDrnOf1cITrgQ+DAT4Wmzg2MJ3eCa3B4kX3tQkSWwyWc75/CvOZFK6XkT9kS1EvLWEGypJaNMXW0ZrytbPJLP/2Ka5s2JPInXg8NgcEKjauRgLcMoQ2Z0TUzdIkYPkF7g5Xl6OJ70v3uJ9TX2JigU1HCaz/4WY4z4TzhYdaTixg7rMQaRVbeDnx65AlmX8fj83fLiqqYI+udNgqveswORMpgMn2HcilfVFIdwFPfGWHACIeyIuRBBlanYtxV9Zjq+FDYs5H+eRX8Gdg2wJc/rIZmSLHUtyDhkDrqZx1SfkXHDTGb9KQUQLelEciZQn9ebu3ul079KRrKws1s/9lpHXTKD0ZA1JHQbizO1Ew7Gt2Nr25aAtl93LZmLpfW3TOVuTc4h66wjXV2CzJfPuk3dx5R2PogY8mBMzCFSeICGve2zjxlJcVoXk1hfScHgT2YNuIOqr5fSKr+jauSNP3nJ5U7vt2rUlLfIzYpveVG6fj2y2k2kO8fwL9zV9D1YXnkbM7YdRvbhpP8MwaAgZODCjq2dE5HRNJVBVhHffciKeanC3ILpjEYkF5yHYzqzRCIJAWD+3uu3PMAyDsrIyFEUhLS3tnPfWb97GF7NXoCIyondbbrluLG5z7P79rnzgNukUl5wm7PfGJJetTvzlR8mU/7hW0kwzzfz7aA5qNNPMfyFpaWl/+KH7V5FlmV1Lf+To0aOUl5djNluJRqMIgsDkaTNp9Prp36Mzp6p9NBzagabrZA++oWl/U0IqzpwO2DPysKblUbZxNkVzXuPx++/k9kefwumMLVyfKDqNu/35nF79HdbUFtTsW40gyZjdmaR0vQgA0ZbAvsN7mLN6B6b8gZxa9hW6oWFPaYVaOZUxbz+KIAiMPq8z0zeeoHLnYrSQj3DFUZytuiJZ7Jg8p7l+WHcgZh6+dcdO0lNSKChox5dvP8tVt9zH8QoP7uwcduw9wE2Xnc99kxbgbNsP3+lDhOor8G/9icsG9mSN6kZUzCjxKhYA1ZKEFKxFj3uSJHU4H73qMFFkQg0VRBqrMblSKf3teyyJ2XhL9lG77zcki51uOS66Z+ewbH/VOQMOPRJCSWnJvC27WXHr06QOHo8giFTtWka4sYZA5Ukks42E/F6UVVVhEs6VGPv9/5HDhpKcmMTXc1aAtp/rH7+JIYNiAQGPx0NdXR2ZmZnMW70FsUUfJD3M0ZJKJj13H8MmPH5um6oXJeql6vgOUruPQLYlUL5xNmga4YZyZKsrdh/3rkQy2anesxxndnuS2g+k8fhO9IzWTYNakyMJyWQmIaeAS/Jkpi9ai5TZtqkvwzCI+huRzDbUoIfkLhfiLSokvfdlVG5fcM7kNuJvQDLbiPobSOkyNBbIKD2MI7sAc2IW9dsW0NFfS7ikkKArlUDlSTL6xgavluRsqnYtwZ3fm1NLv8Cd35OEvO6IdWU8FawmP74I/IQrgbcaG1gVDDLUaqUoGsUuCFQjMMnroVpTSRMl9kUibI6ECRnGORIKLSSZBaEAaZJED5OZsuQk2nfrhrRyJYPMFlYZsCocYrDZTFZ8QvOV18POcJie8cz6tZJI6aRJnFi5ip5XjuGR77+ntLSUaDTKitk/Y/rgQx4E6nWdH0JBzIKAV9eZ4bDjWraMT6dMQRUlJnfqSBtFJpyczIPvvsviTz9j9fTp2DweCiMRboov2NsEgX2tWhEJBtldVclbdnfMTLyiko9MCssx0CSZ90IBXrQ5kIEPvR6ut9qofO01Zvi9XPv44wy95hoMs5m1Dz/MNzW1XG6NyWlt6dWLuz/9hFb5MZPAHoMHs2HFSoK6zp5olIPRCF7DwKLraJrGsY8mcZXPDwj0OnKUhZ07kXneAAatW8+8YJBHnQnMDQZpGZ/UC4JAu8xM+g0axJL27flh2TIsgohFEPAtWYrx/PNNn6FQKMTxolNN99cwDI6r56paa5qBxeHAJcmsC4cYZLYQ1HX2RiJ0f+JxUtath127AShWVSqiKusIkS1J/CIIPPjoo/wr6LrO1GeeJVq4l3BCAle9+SZZublN39kvJ9yC/ehRwkmJDH7lVVTlzPApRRIpNgxaxc/riK5RbLcxKz2D3k8/jSAI6LrO7A8+wHfsOImdOzHmnnvO8X1ppplmmmmmmf8qCgoKGP/wQ6z87jumv/sujtxcKgyDjPjvTqmu4RYlRlqs5CkKl1qtPOrzMsQw+MTnZYzVhigIvOb10MpmRy9oxzWvvw7A6p/nEDp2jB9SUwhZzJhraiiMROhjMtHHZGJ/1ET/uKfH1XY7bzWqiAhNAQ2AbEniwOdfkDXuKgbsKWx6/QKLhXvrainVdQKGzjjFxDMjR9L30svI+/Ajsg2DqGHwZXk5UiDItYeP8AeJVRAAAQAASURBVEsgQEK8YhcgSZTIl2UadR27IBB22Bl9550cL9zHsalTKVNVMiSJb8NhhslybIwFjDNbmFlZwZRQiPtcCeTFxzXJokhHxUS6JPGd30eCIGKuKGfLggV4I2EK4tsVqypJoojath2eVi2ZsHY91njbn3g8zA8GcAgil1oseAIB3CYzA80WZgb8dNF09LpaOplMTPP7aCcrlKgqreJtn5veA9maTr833mTouKsAeGT2bLafOIUgGNxsj833dhgGwYy2OCuPk5GYii3swxMMEDAMAoaBjIDH0LnUFEvG6aiY2BfxoxoGJ1QVSYCQrmOJj6vrdB1B1zkQjdJKVpoqoK+3O6jQNH4I+EkSRap0ncusNnIkiXe9HnLj52ATRdooCsMsFpYEg9QIHuoH34ildQ/6TX+SJ00imOxUaBrjLck856tsOv/H7XbmBAOMs9k5r7Gc3z8xjSd20b9kL0UndyHm9SDijc0LIWZgXbljMUbYQ3LPUZSsmkpiQb8mw+xQ7WmigYamgAaAIMo0HNvKU9ld8DkSeW1UGy4ZPpSUlBSCwSBj//oi4YQ0avavJdJQjsmVii2tBdWFq8kZdB0AgaoiBFFEVyMcOXqcz39axLAB3ejUrjVS1N/Ul65GMNcewnGslsuuHsWs9YcQZDOibAZDp+7QBkI1p0npcXGTikPtwQ14TuwkkpRFt3btef3Bm3nutXepLNmHu9e9SJKEuWwb3Qf2Y498JqFGsbvRwgEURyKB8mO8Nn0/quMQ6UYVk566kyWzpvLdjDn8MHcJxVt2Y+swAms88CM4UtAaS5ESYj6NnuJCJIsDsyuVdtmJ1NbVk5TZkpMntuFvrEHUVUzeEtJSUxnaJZs5pXZ8xftI6z0qnkCYi6CpXNkvl6PHT9KtUwEJCQnY7Xbef+hGPvh+HtGueQzu0orbbhzXdA5rNmzmaEklrhRwtuhM5faFSLJCgtGIu92gWDCldU8qdyxEMllRgz6MsI90m0Ggc2y9xDAMytbPIOqrw92uf6zao/oIwy/rxL+Fruvc/eTr7Ky3IupRhrW18/qTMcnwuro6nv16EaHs/gB8seEEWWlrefWRO7j/pY8o9UGiWeeV+26kRW4WbVtmUXxyF4amYhI1brvz8qZje/3DL9l5qh6ToPLohCvo1a3Lv3lczTTTTIzmoEYzzfw3c/jocb78aT4gcPs1l9KhoO0573/78xKWnNDQFBt5k3/GYZY5bOuOaE7ky9em4Cw4H2eeDX/pISo3zyHz/OsBqNm7Elded9SQPyZZ1boH0yb+ja5du/DwSxPZWexFEQ3Gnd8B/fQuJLMNR25n3O36oQZ91BauajqG6l3LWORw4qssQZdrsCZnk9bzEhAEyjbM5J7n32PDnK+59drRLNv8Gl53BkJjmFa9utCpTSt6dHbSrdOVtGvbhrq6Om56/B1KLW2RIo1c0WE1WamJlKYNwp6XjAd47fvltE+3IofqKF33E4ntB5DVdzQj02oYM2IwGz5ZiDW1JSWrpmJNyUE022htC/HZN+9y5T3PEVTcyKEG3C4H9aqMs2VXktqfB4A9ozVFy74k/8rHqNq5FFFWMEvwwYsP8+jL7/Hb1h8Jig4MQcYVrziJBhow9bgYIZ7VltZjBMfmTcTVsgu6v57SJR8z7pev6d65hJenLKFeTiVZreLe22KSY6qqsnrTduwWEz0LWjYFNF58+yPm767AcKRB0WbE7teguGLZafOPHiT82Tdo5kRqCleTWDAA6ou4c9wIurTL48GqY6hBL+GGSrLOv4bKbQuwZbQh0lhNzb7f0MIBZKsTSbbQeHwXBmCyJzaVL0MsY0SPhlED9Vx2yV+Yt+UI5rQ8avatxpyQjr/iGGo4QOOx7ZgcSbHqidQWCIJIcodBVG1fQEJ+L4K1p1EDjSS1H4Cv9DCKLQFBlCnfMhdzQhpGQxV3153ibrsdTfXw1E/PsLrzsHM+5xFPDRVrptC1bUuqXOlYkrKIVp7AedY2FkEgX1Go0DU+83qo13Uedbp4obGeliYzjbrIfa4EPvA2cp/DxUlVZVkoyAiLFc0wWBYOoRow1euhq9nMkXCYrC1bQFWZpvqwiSL7ImEuslhRDYOfgwEcoshMLcrCsIErEqYkqvLSjl3Yd+/lt4ULUT/7lF4XXADAHY89yixR4Jef52AA7S8fzWs//EiPktM8Iggc3riJek1nsMXCWpuVfosX0bpNGwDGv/wS5ffczWdPPsmYJcswCwJBw6DQbMJ0+jTPKCbmGTRNtgHSGxq50mpFkGSyJZGXohGkQIDHXAkkiCJtgHnTpqM+/DCyLHPRFVfQun17Vs+bx+ZQiN5DhvDG+eefs5guSxLD7Q6+8XnpoJi4JW4E/mN1LV+98CJCSQnEFydEQUAOBPnLx5OYdv/9HFi+gl6aSgQDv65jF0WihkGkVaxaK9tuZ+RZ1RVL6+oIBALY7Xbq6+v5fNw40nfsICCIvONpwK8bdJEVvgv4udZqo9EwWJiWyodPPMFjixbRZv9+vvZ5KVFVbnE4acjNJfvJJ/j54UfILy1lmVnhcSW2EFCj6wySBLz+MxPIv+fg7t1s+Hoyuiigmkyc/8NPJAsChmEw/c47eWxxLBNs+tNPM27zlphcWF09s557lta33cqadyeS7/VR1bIVJzt2YP/27eiiiO3qcTwQNwWV4vIVXz/+OH1/nEEqcHr+fL6vrubmv6taaaaZZppp5v82xcePs2Tie0iaRp9bJtC1f/8/bLNx8WK2vzsRJRhEHDCAO9995w9B8lNHjzL/uuu5sryCoGHwQUY6y4MB2sWTU3IliTsdDt72eMiRJayItC4oIPPESSp0nVOahkfXSRAgORImfOQIH117LW63m/YnTzHKgCGaxoe6xm0OJ35d5z2vhwxBwHeW3xZA2GbBpOrsCofpYTYTMQzKNA13TQ3t+valcPYcuvn9LAkF8ek6qaLI2PiCOcDKikq8O3eQHW9XEQSsR44iOmLj58FmMz8G/Nxos6MBX/t8JIoilZrKrEiYi2+N+ZH89b2JfGUYzFi3Fr8o0u2mmxHigRqABk3DByii2BTQAOhiMnEqqrIvGgVgWSBAXm0ddZ98wjWSzMdeD2miiCyIDLVa+cHtxrd4KVZHbPxToWkgwMUWK7W6zqd+L33OknkVgT1qlNGWWGDGjECeLPG1z0sPswVBFChWVapVlVRZplZTMes6x+fOaQpqmKtrGO9wsCUcZmbAT60koV9xJeGqMh7YtwJvNEjUAJuuc5crVtFsGAaTfB4A6nWNhcEgdZpOla6SIIr0N5n51OfFKQroBgyxWJgTCpEhy9Ro52aXWwWBK8wWvg34ud/pOuMLh3BOQlTIMHCJIitUFae/jmp7Evgb6R3yNEVuMiSJjpXHEexnjOAFoDpeHfuYp4xrF31CeWoLhKK9fKD6WLnyCz5xpFGbWUDG4BswDAPPyd1Ea4txOB1UbV+IPT2PYHUxdYc2427bm5SuF1F3aEOTYoGuRYl4a8ge9wyh+grEoj1UN/hISUnh5KkiNm7bycM3jGD5pj0sWX2AxH4TkOJVIlXbfqVi+wJkk5VAdTHpvUZSuX0BaX2uYW3YwrpZO3lmTJQxXROZV7iHqOwgcHgNIVs2USGZF6etxeQtJmngLVTtWoJscSJ4yume7aTqrIQ+a3I2RmIm3qJCqhUz/a/5G1J6B6IJLSlbOJErR1/GzXePAgwe+WIZ0czu6GqEusLVZA68lnBDBZKvHKHP1ShArdGeN7/6ia/eeJKbrx3LzdeO5ek3P2Z5Y2pTny2SzAwuENl8dBdmNPr2aUW1X8ciBHjvhUe5+8VJ1GcNRq1ZicmZghH0kiAEmfLinWRnZTJtwc0YVss5wSPR4uCD38qwZRUw87c3mfbmI6SmptC5U3u+frM9f09lZSXPfbsc1ZJEoPIktvQ8ooFGov56OqdKbNy/DM2WhrdkHy3jMtI1+35DttkorfUSbVhMUsdByBYHotlCy4F3UXtgHTZfCW8+djuXDrvwD32ezZQfZrPLaEtYrCNYe4rZW2oYvWUbA/r1YU/hPhpsLWmqF0pqzeZdB7h46GCmffDHcf57D13Ph9MXENVFhvbMZ9SImMffV9Nm8UuxHSmhFQBPTZrBgk8Lmqu9m2nmX6A5qNFMM/9N7DtwiGc/nMKBUi+JPUcjCAI73/qe6a/dS1ZmzFz52LFjLD0exZQVyxg4XqlBMIw9KbbQmNznSmoKV5LadRiuVt1oXbmC7RunozkycLXsRv3hTaT1jmlEWkJVZGdn8cV3M1jvz0XKdRMGvl2zhTtG9uCN75dStWMh9ozWhOrKsWe1p2Tlt1hTcnG16oolKYtgOIQkSKTkdW+qksgZfCONJ3dz8yOvkJqcjNrhctSivYRFBwfDTnau2seajVt59ckHaNe2De999QM1mYOwiBKQzYLCnQxs4UWyn8k+KKuowsi7Ckevftg0lYpVk7Fkt0RNzqNH1868dWuI+1/5mOzB1yPKJsJ1p7mwrUZeXh67l0wjHA4z4ZFX2ONxoteUYHGfZVYtSoiKmbqD60npdhGla6azJ2jlk29/4oOXH6ehoYHNO3bzzORlCJJC3cH1WFNaEqqvxBxvp7GokNSuFzWV03qTc9m9dx+jL72YPt07s3nLNj6ccZonvlxM0pRfSTDpHLb1RLLksmHDaTz+H9m0bSerC09jSc7GnZVJgzWXVMuZAbtudrNw6zqcva/B5Kmm4fh2utgbMPSenC4r59HrhvL+nC1EbGnU7F2Js0UnIo2VeI9uBrOL3KHjaTy+E1errjiy2lF3aAMNJ3ZiciRTvOpbFLubUG0potmGYnFw44MvkT7garSQj8R2/Yn6G7Cm5GJypRH115PUYSC29DyKV0wm3FiN4kwCUaK6cDVRfx0WdwYNx3eQ2m04pWu+R9AiSJJMeu/RMPVRupksTabadykCq721lG/9FUdmGwRJwZHVDkefUVjWfkGXXdvYe2AtfkcKXwSDPG63IwPfB/xcYbURBb70epjgcPKZ34ffMLAKIi5BwKfrtJAUZEGgraIQxeADTyM1ukamJHOx1YoZgZkBH53CYW6SFXAlsDEUwi2JbDIMlgQC+DG4xGIlQRS5zjD42OflfmcCR6MRPvf7uMZm58JGD0tnz24KagBc/cgj8MgjAASDQSJTvmNkfDLeRTExO+rHMAzaen1MfOBB+g48jwvGjaNVu3YsmDiRduvWM1uL4rdYsHfuRFZ+PlnTpjFPDVKmapxWo+TICiFd50gkzEZJpLfJTG04wvlWC6WyTMJZ1SmBcJjCwkI6deqEyWQir6CAvMfPrf4B2LFmLWtffIHwwcPooSApkszQszIdz6usZP3XXxOKRqmXFRIliSWA2LkzTpeLB3/6iY/vvJMlM2bgEETe8zaiSDL5Y8dy+6SPAEjq1ZOiFStpqevohkF1Xh72+CR17ltvc8PBw2ySFMo1jbE2O9vDYU6qKrfYHawJhznscnLP1ClIksRbq1fz2MiRdN+1mwstVtZfMIhHr70WSZJo99tqTp8+TcW0aQS/mkyuLJMLrLZa/qEMYNHRo6yZcAujq2PavR8JcMVZvieu4hJUVUWWZeTauib/EwBzXT2j7ryT4osvpujIEW7u1w+3200oFIp5pvyJf4a2bRu/TxFzdIPdmzf/6XE100wzzTTzf5PGxkZm33gj1xSfRhAElmzaiO3HH2nT6UwWsdfrZffTz3BVVTUAlcXFzMlrxVX33XdOW6u/+ZYryysQBAGbIJB4/BgWBOqAAkXBMGB9OMKNdjtrw2HSZIlQm3zWHzvGYw5n0yL0V14vI212pvh9XFlZxcyTp7gzwQ3A8nCYR6xWzIIAksSlhpUQBgeiUVYFgwyxWJina9w4ZQrhSIQvnnySoxWVCILASIuV1aEQ2yZ9jPuykWyYMZNHrTZkQWBDKMSHnkYGWizkSjJ66zyiiUmohoEsCFRqGvt9XhBFeqpRsmWFPmYLjxoaeaEwFlHgjnh1eh/DYN7ixXDNNSiKwr0fTzrnOj2xaCF1u3bjEgTWJiRg6dGNvpu2sCEcYmA8oWNDKIzX0BllsTLSaqWfyUzF8eN0kRVWREOMsVqZFwxSJ4LrzjvIWLeeI5pGjaaRIkmsC4W4N35NMyWJXhYrVQ4HRijMPl1nl93OuHAEuyji1XX2RSP0Nju5xuHkl8wMHqqsYozZwqJQkPpQCL+hc6fDyYK4r1o0GkUTBDaFQvRQFDaGQzhFkeC8ufSJRilB4BKrlVRJQuNMRbMgCKgGzA8EKNc1brc7EAWBkGHwSzBAH7OF3iYzk7xerrDZOKWq1Bo6OyMREkSR7aEQsihSpWkciEZ4RVXJkSRqNI1UWWZTKMTeSJhXPToFskIEg54mE5+EwugpLRkfbmDSphl4Rj3MRpubYaF6AE6rUVJEkTm6SEtdJ1UQeNfsZkFSG05G6yjRDWqcySS27IaakstTO+aRLMpol/4NR2MVVbuWEKmvIL3PaLSQF7/fQ6uRdwNQvWsJstlGYps+ACQWnEfljkU0ntgZC2gMiiUKmhNSEQUJWZZ4csxVhHYWstKZQaTjYGySSmZ2Lo1nyV6ZU1oSqDiGLptQIo2k1O4i6EpqCnoYqe1ZuqmQSS88wPiSEk4VFXHLS9tI7TKkaX7tOboJy/GlJCYmE6g4SvdO7SnISmDOvm048vtgGAbeokJSu4/AX36EDTsKcbTqjs2dRkJ+D2oKLaRZVPr26s5vG7ZgDtfi2beYJMHLjl8+Y/lv6/htcyGbo0Gi/oaYv6WhE5bOXQ584aE7aHzlA05WR3HJGi88eHNTAubMXxbxwdQ5NChpmF3J3PvcRHyaGU9RIfasdk3VHbWlh7ju/udYM+tLclIc7CutpHLHQtJ7XYYWCdF4bBtZg29AECUasgfzydSZvPjovf/w2bhlx258rnySspPxFu+jpnAV4cZqsgZew7bN0zHcLRB0FUtiJiXz3saamosQ9uLqMw7FkRQzjF8/A9nmwohG8BbvJ6XzhUTLD9Kpbd4/7Pd3qusb8FXWIwgiKV2GEqgq4vNpsxnQrw8dCtphD6xHS8wEQPeU06FH7j9sq1uXTnzz5plnut/vx2q1cqioEsnZrun1WjGZiooKWrRo8U+Pr5lm/q/THNRoppn/BgzD4PH3v+dog0xit0uaJgv+rL7MXbScv952EwBenx9NtqLE9/GXn0D1ViMo1pifg6E3eReo/np6dmnPcw/dyd9emMix49tBEKjdv56ovw6Tycy19zyJIEpI7cc2HYdfTsIkgSQrZF9wU9OxVO5YhNNmJjHu5wBgtrkI+Rqb5JkgFiQQRJHDVWEcbhEknVB9BWk9Lo710aY35buX8/jMvVy5ez9RnXP212QLHfPSWb/tFFJyKwAsFkvTNqIkY8poi9JxKMtr6mjx3Qzuuvla7OmticZLac1JORytOKNp+sFX33PM1QdXsgVnq26cXjUVZ8suSCYLNft+I6nDIAxd5dSCSdjS80gcMI6figJMGng5sjsbRYJLerRk7d7VONpdjGSyULL6OyKeahRbAtV7V5J/xcNN/Tly2rP30FFGX3oxDoeD7xdtpCrjAgRBoBo4unsh7u6xCZXozuHrubPxyUlkDriKQHURlTsWk9ThPLz7luHsPAJD18jw7qfYGtOjNbtSEUSJffuWc7okDSPso4u+n8lPXMu197+AkJhH1FdHRoKZhTM/56qH30aUTaghH4kFsay+lC5Dqdq5mLSeI2Nme2u+R3EkkROXLAs3VlO9ZzmOzDbUHVyPGvQhWWxY3JlEfXVYUnKo3rMC0WShfPMviLKMyZ2ONSmb3AtuBKB2/1pK1/9IgsOK09A5LWdRtPxLUofdzqsZ+bh3LODVE5t5PqUdOZfdjygpNBzbTsRTE6v8ARTJzfv6UWaf3stXgycgujOZWl9KiaZys93JL8EgBYpMsiTxobcRr27wF7udQRYr+yNhXmlsIEuSWBkMcpHVSp4kYwCvJCQiCALzgwEGmswgK1xylkH9eRYLcwIBbnO6eNRsItPnawoOCIJAtiRTpqpsikQYa7NzUlXZG41wurqa7956m94jhtOxR4+m9rxeL5PvvZf6ulqI+1OocTmlnwIBqjSN8zZvgU2bWTpjJokP/I2WP82kk2EwxGylLhrl6BWXs33ValpLMh1MJk5Fo3zv8yNmZhBWFG7QNeyCyGSfl0zFxJWCSKHJzNJggIutNmaHgjgMjYqRlzI9KYnxP0ynS/fuf/o8+u3pp7nuVBFIEkGbnc+8Hso0tUmG65DZhORpxC4ILA+H2BkO08vlpOPb7/DBvHnc8N1UoqpGnSByk82ORCzJblYkjCOenXjlX//K7EiE/Zu3EHU5ufWsjEgjEkYWBMp0jWvjgY58WeEHv4/vMSi4dQK3jx9PQZdY8FNRFCYuXcrmtWupra4mYc0avr3nXjqNuwpTQgJ2l4sbn36aD/bupf3O3TRYLJhvGU9mZuYfzh/gt5kzGVVVDYKAIAgk+bz4bXbs8c+ALz0dOW5W6urVk9Pr1pFjxMzgA23bIooirfLyaJV3ZjJksZyZ4GqaxrSXXyZ65AhGVhZBi/Wc/iM2O80000wzzTTzO1tWrWLIqWKEeIXfxTV1rJgz55ygRnl5OS2rqiDuRZVuwO5jx/7YmNlEFFAMg58CATIlBasAdbpBW1FiQTjEX50xE9vOionnGhoQN29Gdjr5xevjEosFqyjiFkV0wyABgU2RCL1M5qbFep1zFxLMokBAN7jR7uDZgJ9lCU5ufOUVjm/cSKRwH7mZmfRt9JIjCEz1+5hgdyAdOcrc/fvpK0pN3l8DLRYqdR2fAZNSkvlq3jwCgQBfVpRjHDhIbW0tT4UiGKFq3gkGUXKSkfNa8dyOXSRYbcwJBpqOSRAEzMHQP7zmb61YQVFREZuWLqPbr7+i+/3s11SyZJmfA348us52UaSPIZAWHxN0MZlY5/WgGeAQBPZGo1xps7FY0zgx/1eM8krGWK1M9fuwCgLlmsZV2Jrcw3QDsl5/jZUnThA1oMeqVew9dYplJgUtMYknTxU1yVYJlVXs11T6S2ZGWW1sCIeIGgZfiQI3PxFLWFEUhbQ2bXDvP8AHXg/3O11NY5nJ0SgeQyc1/pnSgaBhYI1XpYaTElmmaXTyeJuMvi2CgIkzSR4hQ+djr4d2ikI7QaRM10kwDHZGIwyzWjkc1bnSameI1YpuGDzbUE8gXpExKSkZqyDwvd9PjabyriOV2sseRM7I550dC3h6+xy+/P5RynV42FNHkihSrWm8707kwexu/DWvO5Lfg95pMAk7FjB50RLueewFQs6BiPFqly2CBKd2kehKwelKwZnbkZrCVYTqytE0FZMrBUEQaDi2HVt6PpLZjhryI1vssc+HKwVrWiuqts1HVGLjuOrdy2hjD7Fx8TIydu7HqutYLrsfuzX2nSnetQBn1WHEtAIMXSNYdZKMfmNAEDndWM3hcg+6Xo87fs8NXcMSL/7Jzc0lPT0dyfjsHFllJSmXK9qm8MOSjbj6XUeRYuHAkf1YyrbgrTqIV1VI6T6CaKARQRCRXSmIkowa9FJ/aBPu/F6s37+BcDjMK98uxN/qIqyAL9DAD3MXs2rnEWqzLsA1QKBs3U+YEzORzDbWnNzKyrXncdHgmMKB2Wzmk1efOOd7ous6y1au4a1fduKztCCxXT8AjkVD1K/5Gi2pDc4WZ55TtpQWVJzeS01NDX075nO4/iSGplG09EsEk4WkNj3PWRv43ZPuH9G1Y3vMc3/CcCbjbNEZqboYkzMZf8l+IoIJe0Z+U0DF50pi3msTeO2rORwwJcWaFyUUu5vUniMRBIHGE7sIVJ3CpXn+JQ/Ua0ZfwuRFr5LU9yoi3loESaI0EJvrZWRk8PCYXkxZtBnVEDm/IJ1rxlz2T9v0+/3c/uSbnAqYsRgh2ifLaHodkiN2zIl6Henp6f+0nWaaaaY5qNFMM/8teL1e6nQHit1EuKGy6YfX8NXQIiu7absunTvRTpjJqWg2NfvXkNCqK2Z3BvVHtxCsPU3EU4M5IZWS1d9hciSyrM7B+GuuYNmPn3HZDXey+2Q1EV8dii2BqBrF134sJWumo5/8DMlqRxAkFGcik2bVIQriOeXqWjhAkhykdvdSkrpfjBr0keA9hiupDWV7lpPW81IQoGrXEpK7XETDph9I65rB/poSZOsZiZlYZYQJKTmPX7f+xiePXs+mj+cRye6LGvbTydbAmi3llO48ArIFt91EQVYKVYaOIIgxiaRIbAIi2ZM4UXYUQRBwyBr18T4MXcOuGEQiEV6Y+DmrdhylNqKQ0vlCRMVMQru+VO1cTMRbS0rnC9HCfhAk2ox9nHBjFTV7V5DabThyVmesaa2QTVbm79jItBfvZs22vcxcsoQWw2/HV3qY+qNbERUrdQc3kNJlCAC+Y5vpecsFvPDupyiSSEMgiuA4cy0jQV/T34ZhUFldR0q3XjQc3YojtyPWlBzq9q7kyZtHcrr2KCZJ4P63H6ff1fdjDXhQbC4qty8k54K/xO6Rzc2GAyE2PvMZSptBREoPoyRl49ZKyW/dCjHixTD+aDRmGDr1R7ZgTclFsbuxZ53JADEnpBLxVGPrPoJQ7WlExUJyx0EANJ7YSfmmOWT0vRzJZKVi669k9L2cmn2rm7YBSGzXj8jOOqrKTqF1vgC1YSeu3E4kxrcJDruDZ38sorLzUBLiMljuNr2pOUvqzOqL3dWxssjXe5axdeTf6Df7RfKjYWYE/DzjihlTDjRbmOhpJEU0GBRfIO5kMtM7qrIzEuZ01M8KwcAXjvBOfB+ITdZPaSrO7Gx2VVYyQorteywaJUMSCeg6l95+O+H6egLTpmP7fVHb0Pkh4Ke1LHMkGmWExcLXAT+9N22hx9r1bJwyhcpXX2XIVbGA4ZQHHmDMytXs1A1+8vuwCSI7I2HaKwqtZBkBg74mE1/5fKQUFbH1k0+5T1UJiyImIBHY+ut8zDt30sFkYk8kwoFolERZQu7bh0GrVtNGjmXgJYkiZdEoSw2Di61W7KrAGy1yaV1RwehIFCTo1NDIe5deyq1z59K1X79zPhfhcJiE2toz90AQSBQlpgoCre025IQEipKTUTZtIl0UGG2xMsJsYX0kTCerjY5Hj/H+NddyR3EJywWxafIN0Lhx05lngSBw9cMP82cMHD+eRatWIxedKw9lFgRa5OZy+1tv8evnnzPlpvF4QkH63347BT17sO2jSZRv3cr9xIIRC+b9illTSbRaWXv1OB6fM4eSkhIcDgfJycl/2jeAOyuLakHgdwekjk4XP/TuSUZNLSF3Ape99lrTttc88gizgMKdu1CTErnzjTf+Ybu/M+XpZ+j33fckiiJBw2B6z+7MzM0ht7KSouxsLnv+uX/aRjPNNNNMM/93yGrViuNmM2lxb6kqUSAxJ+ecbVq0aMHCFi3oXlwCwFFZJqdv3z+0dfWjjzJp40YStu2gj9lEm3hW/0lVpVRVsZ2V5CHEpT7N9Q1cb7MTtlr53u9jnNXG3miEcdio0zSSZIkRFgs/BPw4BJFTapRPfSr3OJyEDINVoRAT4pKT3QwY2eDhrfvv535E0kSRkbrOaw47LTWdbtFIk7zmJbLCTL8P4vKXQcPAwOBCs5nwhRcgyzIul4tH58xh6jvvMO79DxEEAQG41+5gYWUldR07kCDG5jUBw4gdrySx32wiffi58qd/Rtmkj7i2rgGAthYrcwN+ChSFfdEoQ91uTnq952yfGPftmB3wc6/TxdJQkEQEDh4+Ql+TiXpJZqTFygJdxWbEKo+vstqo0jQ2B4OcX1/P1Q8+yOTBFzCuvAKAmlCY71u14uxaT6dhsKhLZ6JHjtEYCnJQ09FbtuDead/TpmPHpu0ufW8iS595FmvhXuxnTQfyZJnD0WiTBNQVVhsTTSa6tsjlSFU1Y+rqsAkCX2ha0zZhXWdnOIRq6NTqOmWqygNneYz8FPDTqGncGQ+KtZYVvvB6KPNr+HWdy2w2woZBkig2jakvslh4w+uhos8YrBkxTze91yjW7FtF97pSSjWVJxLc2EWRjaEQm6MRkj2VlLQbgCCbEA0Dw1fNdQ+8wtZdB2gxcmjTOSoJqVQLImcvTfsrThCoKiJzwFhK1/0IOxcxetsvtBZhqSuTXZ4azEmZhBsrCdWUxvwBe4ygatdiwlVFWMwyx30KDQNv5ESnG/Et+xLrWd8Zc24Xri7QOVV7kF2Fe0jufAmCKFG9exmpXYZiTsygetdSyjfPxZHVDqliD09Nf79pf5PJxIRR5/Pdlk0ktBuAYRhEjm/kO7UXUodRVO2IJaVFQwEaSEFvqCLJbFC9dyX2tDxSug2ntnA1vrIjpGe2wZHTnroD62ib4aSyspIGXNRtX4BktqFHw8w71kCgzaUo8UBC1vnXUndgHYnt+hFOb83Dr3/GzoH9miRTz2b6zwv4auEWanwqjTUVuFp1a3pPUiz4dQWhvpyavatI6TIEQZSoP7qFNLeTxMRERo+8iJWnf0NLaRdLtCzfTbZYyQlfJqLFSUL5Ju6+94E//V7+TqtWLfnbpZ34YcUWaup9hIoPk5qRzY2Xns/H07c3rasAmDIKOHD4GIk2CT0cbZJh1nW1aW7oyutO/fopPHzXdbhcrn+zb4C8Vi3o3Cqdwv1rkEw2ZJuLUyeOEgwGsVqtXDXqYq4adfE/bedsXpv0LcddfRGTTASBQyXrubhdNXtLT2IWNB6568o/rfxupplm/khzUKOZZv4bcDqdJIk+jOxB1OxZTrC6CIskcEnnJEZdMr5pO1mW+e695/jo62l8f9hokj9KbNuP0nU/IpmsmJwpBCpPIZlt1Kf3Z8KDz3HheX0odfeixcV5hBsq8BQVoqsqhq6hBT1kDbyWxmPbSOsVk6YydI3A8k8IN1Rhdqc1ZazUWNLxV53Et2IyijOZvIxsXrv7EuavWs+8+Z9RFxYxp7akcvPPpPe9mtXVHjJ9e4nU16OrfRBlE76yIyjxLIPqugZ6dO3M549amL1oFW6njfqGFGYfl2lx8UUEKk8SrClBjFZRufVXJIuTYPUpsuJma3pjOd26xMouH7tpJG9MWYjPMJNjCfHiq4/w5BuTWBfKR+pUQEo0TM3elaR0H0H9gXVIFgdRfwOW5GzqD21sMkE3J6Q1eWVg6NQf3YrFnU5DRTGbtu3g0Xvv4nhpDXsFAVeLTgSri0i/6BYaju+kbONs1EAD+UkWXp8WJdLqAgxdI3xqE5K1LSZnCmrYT4LhoXr3MkwJaQSri9A0leq9K8kdcjOibMKSmImv8RQXnteHDh3aI0kSuq6T06oN5ad2E26oRNc19EgwZsYd9OIpOUzLi+8CwNWyCyW/fU9V2y7c+fAz6HmDqdqxmIinGk/xPpy5Hak/uBE15Ce542B8ZUcIN1Qjyiac2TGt0kDlKdRwgEDVKWoOrCU9XtFRs2cZkrcMKTWfxpO70SNB1HBs4dmSmEWg8iT2zJgvhK/sMBgCtvQ8ApUncGa3iwWQ4giCwEFrIlZvHQnx13QtSuPJPSRYTZgObWdY9XEeTWtDnajg18G+6hsSdBWTINBRUc4JvOXJChH9XHP2Gl3j+QQ3M4MBbjZbWW4IsUoGScZv6KiGgRUBdyDAfFWl3u+LTXh1nb5mC3MG9OfBR2IL7182NKAcOUKtJFF05AhXhyN0NJmo0DRmBQO4BYGOkQiiKHK+x8uC6dObghqmsnK2RMJUaho6sCIc4kGHk9aKwsFolDpdp0jTyJElrrLZeaOsnK8x6BIM4jF0jjsdjC3cx/5gkIDFylE1yvXxCoay39ayLhTCYbYQMAyuiy8aFEbC7IiEaUhP57qXXuTkX++DSEzzWRIE8gNhNn/+xR+CGhaLhbrWeei79yIKAiUCJNxzN/c/9SSF69ez7KmnSd+8hVxZoZ/ZzE8BP+PtDiLGmftq8vlwiiLe+DWW41Jgjf+i+XX7bt2Qp0/j47vuouT4SXJFkW3RCCeSkhjz9FPsWLeO3S++xBBBoI2sMOf1Nzie4KK3z08vUUCIL9CMkmXmRCIM1w22z5rN0TvvpKD9H/V4/57LJ0zgww0bSfntNyKSBFdeSa6hE61aj+QPUHnyFO27dWs632v+RcPx31H37ScxPpm3CgJpdfXctnYN1dXVjDmrCqSZZppppplmADr36MHu225hwYyZmFQV35ALuW/ChHO2sVgsjPz8M+a+9jqmcJjEIRdy9Q03/KEth8PBw/Pn896TT5IzY1bT69mSxP5ohCPRCDWqSoosszMSpkHXedAZk0iyEFuEnuL3cbvDwfs52Rw7eIhumo4A/MXuoCIaZUMoyNPuRBYEg+yJhLksLhc6NxAzm14VDjFcEPlVjXJ9vBKyu9XK6EULWTJ8BHhigQLdMKjXdD4L+MkSoDASpZ/JTMgw4O8WHFVRpFbTyIz/htboOi0FETUjgzd0jYJwGE03eNdqYeClI2kzZAgjxo3jH/HFI48gzpmLs7GRH3WD62w2uppMHFNVxtpsXGszeNvTSJmqMjPgp60ks1+NMtBsIU+W8Rg6U31ebnE4WRoK0kaW2R6J0EExOHzdtQweNAj7Q4/QQhTZEA7jEkUyZBF7YiI/f/UVlSdOsE4UGWS2kAKEK6uY5vfzF7sdr2HwZSTMuzNmEA6HAbjUMLDb7bjd7nPOo0OPHnRYtJAFkydz/KVXyNc0dMNgbzRKQFN52euho2LihKHjLmiL7cILYfI3dPjdxBv4zu/HJMD2SIQHnU5yZYWgYfCep/Ecj5FeionvIucmpKRIEgPMZvZHYtemRFUpjgfn9kcjnIiqfOBOZM+mH5hYX4YpEqBd1QlO+eo5mdWemyuPNFWXnGex8LankUe95Tw9+xVOprbCaKgkr3tHKhsk+pce5OiORdh7XYquRanbvQzBMKjcvgBzQhqNJ/dgdqcjSDLlm34m58KbGTjlQR6UYtGeSzynucObSWFDJbbUFqiBRgRRpnb/WmypLRHSWhHxVJPe+4qmBXH78NupX/ktySPuxDB0ssKnuP/O57FYLDQ2NjL+4VfYtrkYHXC27IIgCKT1vISqnUsQTVYSbRKvfDKNi8/rziUXDQbgxqtGU1L6JUXFS3HZzOxNbYs1PRbwSe99GWWb55CQ1wNXyy6oIR/WvO5EiwrR1Sih+nL85UdJyGjVtKCf0mUoSsMGMjMzCZ3aQUrva5DMMTnc+l2/oAQ9YIvNxtSQHzUaoqZwVazSPxqTv0tKSjrnvno8Hj5ftJNo7vk4AGskSPGqKdiz2iJKMvVHtpDa/WJ8ZUeJeGqo3rOCQOUJZD2K1q4LNz3yGh88cy/3DW/DL+v2IAhw/ZjeXH7JRcyYO5+6hgauf+TRP/T7Z1x/5Siuv3LUH14PBgN8u30vjhZdAXB4jtOv13CGDh7Ivc9PpLjRQI76CTjPPEuMulN88OSdXDpi6B/a+4f9j+jLgZm7cLeNSZfZ0lrxwVfTeOpvd/zLbZyNJ6ginmXmHhRsPHbPeBISEv6NvZppppk/o3lW3Uwz/w0IgsC7D4/nta9mktkymdZukWcfvPNPf8QtFguP/fU2Fu98geBZr5ucyciOZNSQj9whN6NHw1TuWEiN2c7BWcuRUvNBlLGm5CKUHACiMb1M4tqgZ2l/CqKENTEdz+bpkNUVQRRJ7T4CLRyI/cAaOsG6MkpqvCxcsZ43n3mQN558gBlz5jPl50XU9xkfLxtNochXz7R37uTHBav4buFGJJuTzP5XEag8geGpYNGyVZwoLmXC1aPISE+j+5X34eodM7b7fTHcEGRSug9HNtsJ1pRQu28NOQkSVw7uxg1XjQZg6KABDDm/P6FQCGtc+/9UXQTJHftbVMzYZY2i+e8h2hJJLBiA4kyhaMlnWFLO1bZUwwFqD6xDsScS9taiR4Jk9r2cqYdM/Hz1XXzwzD18OWsZVQEIyLFBuTu/J+78ntQUrqLMMEhpFZObEiQZsd1FdIvuQdEyyEq1cvnbz3P/x/MJOLPwVxwna8BVCLJC5fYFpPceRe2+3zCnd+Kmj39DLHmT9u3acLrkNMgWGg4fxNWuH4ZWRv3BdQRqSzE5kv9wDrLFTvmR3ZSqEcypEZI7X4jn1B4aj+8g4qkmUFVMi6Hj48fei3BDJc7cTlTtXEKovoLz26dz/a3j+HTeJrL6j8XQNYoXfMCcz19lQN/36DLiBuTMdphdyXiKCqneu4rUrkOp3LUET/E+ZIsdNRRAECG58xACVSepP7wZAQh7azA7U6g/shlrbntCtaVUbP0Va3IOgeoibBmtGZQDO3eV8UGHoSTENWxNR7fQa/EkCnWdz+w2VoVDHIpGaa8oeHUdr6HTy2xmbsDPALOFvZEIiaJIvaHTTo4FQKp0jXscTsR4af27Xg8T7A5SoyofJiZybTR2P+t1jV9dCTw24yeU+GTtvi+/aAqifHrpZXTcsxeImRZiGOyJRrn6LNkg46wF/FOiSD/gqvj7NYaX1vF2OygKq0JB3m+s50KrjRkBP0FV5QWnCynuv/FOIEhnixVRUZji99HfdCY7J0sQ2CuKuKMx6Yff6WIy807rPG5952269OvHxp498K1dj0MUWRMK0VqWOf13hp2/c+vUqcx46ilMHi/O3r2577FHOV1UxPEnnuSu+gaw29kSDnNMjeIURNaGgqSKsfPd7LCTMHAgZYsWM9ZqY1bAT62ukyQItBl16Z/292ek5uRQ0LUrywGfw8kl99zNe6NHI4oi377+OslRlU7xwM71VivT6+tJNVs4rqq0jgc16jQVy++ZV1EVX2Pjv9S3IAg8+PVX1NTUoCgKv82cSdZLr5AVv14Ln3+erhcM/pfK0v+MSFLiOeaY4aQkTCYT2dnZ/2TPZppppplm/q/yl+efJ/jYY6iqijPuC/H3tO/WjfYzZ/zTtsxmM7c98QQ/rlvPVWXlAPwQlwFqKUk8H/DhMpm4ShBprciE4rJEAI26wUirjQxJpuCii0g/eowhZhM/BPxY42MCCQO/rnGBxUxDPOFkaTDIlnCInoqZy62x8U1/w8yvwQDjbHaCqSlkZWVRmOimrrycJFFkczhMF0VhmNmCLAhcYbUzOxTknaREuhtw8vBh8goKALjyllt46o03uVhTAYEjapQUhxO9rp6HBBGrzY5hGExv1447P/nk37w+65YsoWDmLNrqBlhjnhEbI2GSRJFSTUU1DHZHIzhEkR4mM15NZ6Ma5janE4sgUKOqnG+ycCAaZmkoyDCLFbcoEjUMJmpRXnrtNSRJ4oe33qZLTS0XW62UqSqr27SnZVERLT/9nKFWGyfUKPODATo5nDiTkri0rJwvfV5AYKRJ4ZvLRjH6889Iyc7m25tvxnX0GHt8PpJkmVqzmdSkRLI0nUDLlkz4+it+8wdY/vXXFB0/ziiLla2GQXtZoTgS5haHk7Qjx2g4fJQVfi+NNgcJosidThdzQgFMiHRRTOTGx1hWQaCVLLM/GqFTXFp1XThEd0VmXSjEIIuFUlVFI1ZhkxQPTOTKMlsiYTbFx/G3xKtweknQesd8HnY4YtuaJZ7So1TrZ8aqmmEQNuCvqkhtwI/DW40nqx3hQ/u4uLKSOwize+dcfj6ynjVJrcgefju1hasJNVaDqJDcZQiOePJVoOIEnqJCWooiMfEtMAkC8ukDtBw/kboD68gZMh5rcjbekv1o4SDJHQdRuX0BWjiAEg8C6JEQUvE+StdMI9ctM+XLt5skR81mM6ogkzNkQqxaY+8KBFHCnJCGrkUJHP4N6/k3sUlV2DJ7JwKQnZHGfe//RDCzP7q7Bqd/J0pCG7wlBwg3VKCrEUI1peScfx3Ve5aT2i0mDe1u05uyDbMI1hST2HEwsr/8nM90clIiiqLQq2sHjsQDGgBiQiZdhePsrQyj6lCxfQEJrbqR3PlCov4GPGWFfwiUAdTW1uKXXfy+9C6ZrCQ4nVSt/BwhOR9nTgG2tFb4Sg6QHU9INAyDql1LENoM4aSh88zEr5n89tPcMPbcgMT1V13xh/4aGhowmUzYbGeOfeuOXazdvIPzenXjvP59/rDPI3+9nYzZ81m4eTeSALffejFpabE67KkTn2/a7psffmbW2s0YCFzcs9W/K6AB0L5NHhZXcdP/omImEI7+u9o4m/O7t2XbqlMISa3QNZWWZt//SEDD4/EQjUb/zer2Zpr5305zUKOZZv6b6NihHdPfe/Zf2lYQBK4Z3ImPV2zFnNqaxpO7cOR2xF92hJQusR9hUTFjTsxECwWQ0tvhbtMbb8kBIo3VqEEfvrLDuLLyMdQIvtIjqCEfuhpBlE2E6sqJ2jPRIgZ2VzLOVt0B8JYcQFTMCIJA1oBY4GFFdRn9Fi1jxJBBDB3Un8JjJazwnynB1WQrT7z1GQu++5iFv21BbHce9Yc2okVDpLvtvLS4BNGVzpyXJtMhySAk2jgn7ypQx1NP3sWrn8+kMv08zO50OoePcd3I85iyeDu/bH2ZLhlmPnr5MSRJIhKJsHDpSnKzM0lQNErjC4eGYVBfXUnemJjGbN3B9XiL99FixF2Ub5tP5Y5FJLTuib/8KFFfA7b0fGr3/4YRjWBLz8OakosoK0QSRnPTM5OY9NQdDL/wfJ59+2OWVjcg2dxE/I0YmoposjRVUQD4inZhbefmiqG9GXJ+fzRN4/VbhzHxy+kY7WPnBJDW61Iqt83HntMeV25Me1RLzGH1+p/IvfAmBFEiO70PVdsX0GLYbQBUbP2VhLzu1B5YR+XOxZgT0rAkZeMtOUj2wGuwZ7XF0DUqtv4KgOJMxpKYha/0KNW7l4EoIggSYGBNycVffgxzQirvvfgoy37bgCkpB3/FMTAMbLlduOfxl+jdozNhxYXdFRvguFp2oXjlt1RsX4S/9BCtL38o5h9y1kA7oVU3/GVHifobqdq+CEONkNJ1KInt+mMYOid+fR/DV4cQDqBZE1i+I0i/2jp8l4xo+ii42/Zj9YpvMWe3JVixn4ssVtaFQ6z3BfHpBn91ulAEgUZN553GBnIUmU6KQpIosUELA2ZsgtikCywIAvmyckZL2KSwU4CeERUEAdv556EoCr9+/jlF33yLpGqYhw/j1jffQLOf63lwXFUZZDKzKRymm6KwTBLpMuFMlVVexw70iQdBACx/F0yQgXF2ByPik/x3PI1N0gsAuZrGBl1noGIiVZSYGfDTM152fFiNMiSuy7w2HGJsPHCyx2rl+hdfoGv/mI/KQ9Om8cQll+LevYteokh5Vib97vzzDKKU1FQmfPgh87/5FkmOfa92r19Pr9o6iE9K+5pMzA0GKVajVAkCObLMRJeT6z75mLFDhjD9tdfwbd5C6YkTZGZn4+zQgQlvv/Wn/f0Zn//lL1y3YxeyIHBCFKktK0OM993twgtZ+e5752zfIEnkyDKF0SgzAgFsDgd7VIMnzbGMzqWtWtLqs8/ZNnkyIx9/nJZt2vzTY0hJSQGg7shRep91z/IqqyguKvoPBzWuefstvr/jTuzFxQTT0xj15j+XrGqmmWaaaaaZ3xN3/hlnB87/EWkZGVw+fRqLP/kETdMo21vIg8eOY4ubUi+5fBQnq6qRKiqYWF7ONaEwDYbB3FCINrLE5p7duWzcVSz+9DOyJJkb7Q4Mw2BPJMxzrgSWhkOsDYV43Z2IJAj0BlrLEjX6GQ0kkyCwJRJhta4z4fbbWTp7Nn85WUSKzU7YMOhmMvOJCOOEM9I3uZJMQUUlXb77nvlLFjPku+8o6NKFpKQkLn/rTea//Ar1dbW4rTbyn3sWY/kyrGf5ormqqzEMgwXffEvN0SPkDxzI4NGjz7k2FSdP0kPTm/T8syWJz3xeBppMjLc7eMPTiE0QeMQVW2g8FY3yjqeBj70GrWWF42qUHEkiVVKo1DTc8f4VQSAvNb0pcc0YNYrPZ8zApOtIw4Yy6dtv+fKSS8iPVzK0lhVWKQpJD9zP0Jwcyp56GlcoxA3xceig0jLmvPoaclIiNxTuZ1rAz9M2O5IgEApHmHv8JFfY7ehV1fz42OPcP+Vbxv3tft7p3oNQSQm9TCYGW6xsj4jsjkYYIVlxCwKtLVYWh4KYEPAZOl6rjbDPRwAD3TCaxtL1us5pVWVxMICIQAdFYYTFytMN9SwLBZEMuN3hIEMQecnnoUc4RKokUS5bmdyiG/m1RdyinpHvSuJM8AOgXaCBhQnZSN5yOkgiR6IqE+x2ns0oQB/8F2p89UT3LCMj0kjfsAcUhe6CQXd/FbeltabBZCW150iKln2JGmzElnrGWNmS2oKyzXNYlZDOqMbTmAWBdarGyZR07EEvGAbW5FiyiTO3EzV7VwKQ2GEgJSu+IXPAVXE5pa1Yul7AZd3zeO+5B85ZdF+/aQunbR2wxKWdUrpcRNWuJWQ4Tdw2uBW/HMs7I4GU1oHlm/eg6zqh7AEIgORK53htAqED8whY07Am55LU6UI8xQcI1pYC537HFUcioqwQrS8l2FiOmHgCU3IOtood3PHwdUybPZ+Dx4uIZGdgTW2JYRg0VpaiJ6Ux5d7BLFmxhs9OpDdJKpsciSS0G0BVVRUZGRnn9JWbm0uOUUmlURBTOag5yvtP3Ep+i2zGvzcfIb11bMOz7qcgCEhxvxNBEGkI//MKbl3X+eszb7KrSkDUI4zp3YLH/3oLP8xZwMfLj6Gltmf291u443gRt934x8qrG8eN5sZxo/+k5TPcesNV3HpDbG3jxMkibn38DQKaRPe8ZJ74661/eJZ6PB6+mjYbRRK54+Zr6dChPa2FHzittkCUTShl2xl7/x8DM2dTV1fHF9/PRhQF7hl/7TlSV9ddeRm6sYANew5itwo899aT//Q6/Vfz8ntfsHhfNZog0TsdPnntyX/6m9JMM/8baQ5qNNPM/1LumXAtiY45PPT2t2RdcDOKzUXt/rXomooYN/PVwwEMQyWpfczcKyGvO6UbZiCICnmjHya7eD4PPHQzT7z3HeaENE4t+RxRMaNHQtizC7BmtsO/fxnB2lLUkB9zci6CpmLLatt0HIIrk5/mLeXd2RsISXZSQsV4Gvbj6nE5atBLoOwIJaktuOnBF+jUpRv7dy0kJTGVfp1bsLXcjeTOAiCU3Z+de2djTetE7f412LPa4Tmxi/uu6MeC1ZupN+xEjm+glTXIF289yzXPfkk0ZyAAW0NePvzqe8ZdNozbXviUuqRuENjMhWkW8mo3URUS0TxVmFJaUFO4CktSNontB3L6t++RLXYy+46mes9yot5aHDnt0aJhfMX7cOZ2wJ3fG1/pYUpWT0UyW2Pma3Y30xZtYPiF5/Pyo/dS//SrLN5wAsPswtBU3O3Po27Tjzg7XIjn5C4S2vRmp7UVK96bge2LBdjsTvrmWrl13EheXlV35lqKEinRcjRb/zOvyQqWhLQmwzSLOx3JEpMXigY8aOEAvtJD5MTNuRtP7aXh6BbMydnY4/dJECUURyLhugoy+15O8fKvcLXs2vS5CNaUULziG0TFjCOrHTXbF+B2u9m5dx/W1BZNGU0Nx3fSqOWxcNMRJLONs+uIJLONpHZ9EWWZiK8OszMZLRI+5zOrONyk9x5Fzd6VSGYrtvhgt6ZwFbkX3YrJkYgWDhCZ9QqpkSC3CjoPFe+DThc0HWddXjdExcLfzIk8EqjFJCpscyahYfBrNMDpgIdyTWViUjJRw2BxMMiiYJCIrvOOpxGvoXOxbsEuioQNgxItim4YrAmHsXs9rBJFZpnNtElPJ8Vi4cC+fQTencjYuJFk8Q8/sqRbV/TWeXy/fDldFRPHVZUsSaLAZCJiGHzk85LtdrPvmWc5sXUbE155mbSC9pQLApnxhXHB5WJ6JEI/YiaSZarGXWeVPudIEieiUVorCmHDIAjszM7kQDiCq6SEXEniR78fSYD9qspL8Un19kiYz+w2cvLzyRp7Jf0uuujM9VcU3lu5nPVLllB06BAjRo+mRX7+nz5f/H4/H15+BdccOIgKvDpjJrZuXanUNUbGJye7oxEKI2EGm83UGzDUbEG8dCR9hw5l+uuvE9iwkajVyu3fTaW+spIjCxcx7fkXuO7555rMwv+M7196mdoFC7CeOoUcrzxpresc3rIV7rkHgJ7nnce8Cy9g38aNFIgS8+02csbfxNx16xE1laRLLuGqhx5iZGUlq6ZMoba+gfYrVzJ8+QoMw2Dm3n3cvmzJv6SVC9BqwAAOzP6ZjpEIAAdbtWTAvxAU+UekZ2by6IL5/9Ki0/8rCnfs4Nju3fQdPpzsFi3++Q7NNNNMM838ryccDvPp7XdgLiwk7HQy4Nln6H/xP9Zzzyso4I6PPgLgs379sYkimmGwOhyifNUq+j/0EGPuuYdAIMDDw4bjPHiQLpJEpiRRlpzCT7fdTqOmsj0SpqUkMyvgR9N1okC+rLBFCBMBfg/FWBDYHY1wntmCRRBYEQxyrdVGD5OJJ2+7nfSEBLKDQTooJrqbTMiGQYexY9i2dDl9AgF0w2BzJMS9tlgAxSgq5qdxV5PUtSuXvPgCw2+6iZ0//cTdhRFSRJFfP/+cYM+e+HUduyhiGAaBnGy+ffppOk/7gdxolJlffsWG7Bxc5w3gtg8/wGKxcMHYsfw4+RuuKitHEAQ+MjQ6yzIhIGQYXG6xsjN6JhO7laIw1GpjcTDACLMFpygwPO7x9o3Pi2YYTckqamYGqqoya9Ik2vzwI1dEIpQbBhtsdkRRRDWdq5VvKSigeM0adu7Zix4IIGKwLBRkRLx9kz+AqMiIgoBDEJv6sQgC5vjfoiAQOn6cEydO0Lp1ayLAkWiUe+Jjz94mC7P9fjTDYGkoRJnLSVrLlmQDtk4dcSxbjkOU6CiJTPH7SZNEGuKeGqc1lTRR5gGnE0kQmOb38YTLRZIkYxgG73k9HItEGWuzMcZmwzAMXvD7MVceJ1JfxiyzicutNo5EI5RpKg2ahjuecHRIsYLZyYwhN/PIwncZb7fzsdmNZ/TDWCQZS1IWDSE/h1d9ynwdfnd02K4bNGZ3iF1vfwNmp5tWsof6Q6uxdY59H6p3LSVzwFVs3r2c8bKVZJOJw4aA0msU/tIjRAPnVvcaesxbpHbfGqwZ+fgrThCsLsKWkotN1ujVue05AQ2A1OQkxMgeIBYQ0CIBhrQy8dbzjxEOh/nl8TMVQ7oawe6U8Ab1c8aHtSXHSBo4AbfFTqi+gvpDG8jsezn63p+RFDeeo5tx5vdBqz6Gue4wtD4fV8vYlag7vJmkinV8/+lE6hsa+WT5EaTu11CzairW1Fx0NUJylws54K0kweXkiYfvY8fhxyiKe1kCyGgoikIgEMBqtTYdlyzLfP3qw7zx2TT8YY3jlft48oPdWBwJ2KL1GKFqZMWCVnkELXIhkslCxFuHEa/c0sIB9hQW8soHX/Lcg3f+ydMpxtfTZrJda4OUk4AO/Lh9J8VPvcrGQ+WYul4eC+uktGX+5u3cduM/bOZfwjAM/vb6F1RnDkYQBI6frMY15SfuveX6pm08Hg/XPvgatVmDQddY/eDL/PTRi3w/8RkmfvEdIVXn6vuvoEfXzv+wH4/Hw42PvUNd1iAMw2DtQ68z86PnsJ+VNHfD2FHcMPY/dz7/Ubbv2MW8oxGU3D6IwLZAA1N/+pkJ1/9jub5mmvnfSnNQo5lm/hdz3bixOJ0ubnvmPRwtuuDI6UDFll+wZ+QTqitHkGWMeKbP7yg2N2k9YoO54roQ73z7CyZnEoKsYEtrhbNFZyKNVSQW9Kdyx0I02YJYd4IEq43aI+uQ09oQbqggvXesTFQo38uR2hBKlxFIwMkTGlHKqd69jIi3Fkd2e3ylBzmRd0NMi7dHLjd1kZhw7RUMu2/iOceW7LKj2134Sg4QaqjCbLGyvfAIx8ydEFu2wwaU15xgzfqN+OXEM+WuFicV9RVMmvoznpzBKIIAdjcbirex5L2HcLvdPPDM69TXp2BLbYnv9CFK1/5INOilZNUUci68CXfrXlRuX4BksuFs0QnB0EnpHMtSsSRmYs/IJ7XbMAxDp3zzXCJxbwJBEDhaEyZtYGywo6sRAlt/4utXHyIpwcEjH5bjS2lFsKYEOaU1lpad0YENvjq6NHrID+/nVKQvgijhKllNKLMNJUe3ku4ejSBK1O5dha6dmTTpWhQ16EUN+fGXHUFTwzhyz5gBJrTqStRbQ7C2tKnyBkALeknteTFV2+aDKOM4yxTcmpKL2Z2Ov/w43pKDSLKZvlf/DZsRxN53YNN2jrgnRkrX9pRumk3t/rVYU3LwlR5GstgRTRYMTaV802wcmW0xNJX6Y9tx5/ciWF0S89vIaEM05CNYW4wzrztmRxJ6JIzJEct4l8w2kjLbUFZ2lK8T08nfuYDKiuPUKWZ8us6NlUfoHqhnuaAw3ppG8rDbsOUUoIUDrPvpWR5Ao0rTmBXwc7nVRgSDQ5EIA8wWrrGZ+dDrZWEoiAQUqSpdFIVfg0G6mhQuNDt5y+vhJUnGVFtHcO48vjp+nK71DZQpMlmSTAtd5/CRI7hMJqyCwIyAH0PXkQSBY2YLrRWJy0Q7XXQDaus4+N13/Nw6j4ajR1ndIpd2wRCaxYy5S2c0m403pv9AL00lT5EpU1Wy4jrQGaLIVz4vvc1mdGCIycyqLl2I6DqDq2vIjE/2DgsCh8JnhOgyZZkef/sbV9331z88LxZNmUrx7NnokkS3u+6kRX4+uq7zxQMPwo4dRB12Bjz1FH2GDOHXyZO55uChpszGqw4dZl9hIWWqxudGiBQpZgDezWSmRDFhtMlnRY/u3PbGG8yf/A2tPv+CVlosE/PDm8bTX1W5OBAgYhhM2r+PJ+bPb6q6OJuVc+bQavI3DFFVfohGIT6xDxsGetK5VREvzfmZDcuWseHAAa64/HJatI4FyWa+8y6VM2cxdf4Ckq8ayy2vvsqU519guNfX9J097+RJdm/ezOARsUqgcDjMN488gnTqFJH0DG5+/71zAh5Dxl7JL5UVLFy2nKhJ4aLHH/83AzP/Kv9TAY3ZH3yA8tEkOgZDLPloEt0nfUSvwYP/R46lmWaaaaaZ/zp+ePllRq1YGTNhrq5h5vPP02fYsD81+Q2FQmxduxZ3Sgpde/YkmJoCp0uZEQhwicXC5YEQxW+8xY+NjYQDQR49VYQt7tv1U8CPe/Vq6rw+nk1wczga5WA0SltZZl8kwuc+L+WaSp4k846nkVvsDny6zopwiLvtDuYG/GzB4FpJobfZzI5ImBttdrqLEtgdzA8EyBJFlrfJ565XX2Vu63yemDgRTYD2FiuKILA8FKSHrJDr88PGTfx49z24R12GtHUbe2WZU6rKBaejzDEMPnY6SJNlnF27cuPEd/ll3NVk6zpTQ0HutdkR6uoI/jqfqRYLd334AWnp6bEqlo8/pqamlvSVK/mLw4lhGHwf8NNSkqnWNXy6jg141eNBEiBFlJjm9dDOYmFOIICGwWirjZcaG2inKIQMA8+WLdzbOh+joZ4ukkwh0F0x4fn5Z2pffYW+Dz/EvEceo31ZGYezMgmZTVy8ZSuHVZVhFiuYzOyNRtgRCZNhsWLp3w9bopvja9fjM84siEcNA78RG4vV6TrBvXvZMHAQ868eh1hTQ/DvqoZP6xpvh4PcZbZwaVRlld9P0rPPULJ2Lfsa6rnabOWAGuVep4uQYXAyGmGTYfD0gvlUV1Yyf8lSyleuRPfqJMUT7ARBIFOSEBSDMfEFf0EQuNtqoShUzyFFJlkQmOX3sS8apZfJzESvhxRR4ojVxR53EnpqK9JzO7LOncMlgSoiktyUwAcg2RPwi3YEm4V3fHWUWpwUmixEw0GCK79FMtvQAh7KRYHQqa14gmEkkw17Vjv8pYewpbfClzeG0mPbSe15SXwxvy0lq6ZQ8tv3MU9Efz3RkA/2rkC2JZDQsgs1havJ6H8lJrsbgK9Xbqeq8hOqahvp162Aa68aQ7euXbik1W8sObqHsC7ReHgDrlbZ7C48yJvTl9MYNjB2LcHuTqGDM8ATzzxDSWk5u9+cijetF4avEkdiCrIltthtSczAV7IfvbGMVbO+IT09nb2FB1i5YTNKjotPy3KxJOU0XZvEdv0o3lzE6dJy9h8+ipqUjwRYUrJJ6jgYPRpGMtswGoubJLM+fOlRJjzzIdUJnRGDdQzMFpnw1HscPFGCbLbSPiuRd568i7b5eaSlpfL+Cw9x49+e53jAQUafWEWEP+ynbsd8rh3ag3nv/8TF199FOalIJguhxmoqty9EVEwkn3cDvx47jf3jL0hNSWHUxUP/UAVdVduAZM0DYkGHmuKjbM26kkajgdRztvxzSd1/D/X19VQbCU3jc8mRysGiQ+ds8+2Pc6jNGhT7DEoyxY5uzF+8nHFjRvH8w/f8S/1Mm/0rtRnnIYoSAlCZ0pdZ8xah6rDt8GmcJoEXHrztH8oM/r+muKwcw5bS9L9oTaCiuvjf2KOZZv730hzUaKaZ/6VUVlZy8PBRzuvbizFD+rDypIojsw3BqpOYEtIwJ6TRsGMuI/p1prDyAHpqAcGSQiTFFJNi2r0Yc4sBNOxaRovh4xEEgUDlSar2rCDrvFj5pSibERyZpJ43Dl0Nk1M4h9SsNI6fOs3p5V8gme0EakqxprdG3rWExLb9iHhqEGVLzCzYkYi3aA9J2W3ODA6cqXz7yyxmrD9MQ8lRLJY0ZHcm9sodPHnHNXwy+TvUdv0wJ8cGZAcqjxP1NuBMyIyduCsTj99PulZBndEuJi1Vc5QKsYzDp6sQup4xATZEBTUe1DlSp2NLawmAI6c9vrLD5FxwA9Ggl6KFHxJVNSyJaSiOFEINFRhnBRJ8ZYdJ7TYMiJXKJncYSOecBgAikQg+/YwfiSibGNivF0MGDQDAZpmLD4h467CmnBlkSo4kKmpOMe39F/j2h9lEIlEaE1uzwJNPWosQdQfWooaDJIbL0J3p1G2eQWJqBg2nj6IHGyldPwPZbMOR0QZ/+TGs8esVqisnUFNKcofzKVo+GUdmPqaoB9mehsmRSHrfKwjVnqbu4Hoy+o0BoPHkbkzOZHRNBU3FXdAfR1ZbfGVHiR7ZQmJBrHLEc3I3tsx8avauQrG68J4+iKHrCLKCqEv4y44RaawiqeA8QvXlyFYH9Yc3EW6owJqcS8vhd1C2cRaqvx5ni65Ubp1H1NeA4nCfk5FU5mvAdd2LHFIsqNXFtJ0/EaPjYPqd3MFDEQ+CIjPE0Hml8TTL106DYbeTsuB93tG8KLJMniwTDOk821DPywluLrNY+cLv5aSmEjYpjLFYMQkCUwM+zIKIXYSdkQi/6SFSRRHT7z4HhkF4927SJYkjUZXdkSiJaal0HzGC9XPm0EFRaKeY2BONMNpq45iu85Xdzo2+QNN9bh1VeeaRRxktiNyiKCzq2gVrbg69fp3P1mCQ5yxWTtpsrHI4mFlbS6tIhLChc1iN8kSCm++DAfQWLVhfV0f3xUvZEQ4yU9PopZgJiCL7u3Vl+K7d/Oj3YxYEajEY3r7gD8+L7WvWoL72GqMDsQDIsuNP0rJzZ9bPmMH5P88hKX7Os598km7r1iFKMrphNMkuqIAsCNzocDDZ5yUiitTbbETbF9Dxssuonb8Adu7i26eeQolG6amdkZawVlTQLz6RNQkCbQ8cpKKiAkWWeffGvyBVVGDv3JmHv5lMyf79DNc0EAQ6KSam+n1Yk5LQevbknlde+cN5DRwxgoEjzkiU7diwAftnnzI2rmO774sv2dKvH+7cXKqAtPh2RXY7veNBEIBvHnmE4T/PxSqKqMZuvgkGefCH6ef0Neaee5oqRf7/nYoff+LKcAREkUtqapn/+efNQY1mmmmmmf8PoFdWxQIacVLqG/B6vX/QxPd4PHxy5Vgu3Lef07LMpmvGMfzll3n/4ktwGwZJ8SBIC12ncNMmxIzMc9rNECU2eTzU6zq/hYJcaLFSoCgsCQboaTJzrd3Ow40NFIgiT9od7IpEUIAqi5mZrVuTft4AnDt3kb9vPwBFqsbYs7Lce5lNzL7wQh6a9BGlp0+z//XXeCPu//deKMRiq5VqVWuqhgjoOlWHDrLv2DH+arWSJclohsGrngaeq6pGFAROiwLFA/qTkZ1N1BRL+nEKYtP40yqKCMVnFu7yCgq4Y9Ikprz0EsPXrgNiC/LDLBY+8DTSQTHxdH0dmiDwnCuBDFnGo+s801DP1TY7CaJIQNf5zOclX1b4i/1MMsSrdXVcZrXSI568MSvgp05Vmf7W2/zt7bco+G0VJ44d4/r8fGbecisnVI3uyhnj4K6KiXdys7ng5pu5+Z57EASBp5YuxbJhI881NtBKlijVdIw2bXi7vJw2kQgT7A4kQWDy9GlcIZuYbMCSYIB+Zgu7wmGKoxGGyHKT/NPQhkYmPvoYDxugmK0kShJJusa3Pi9mBCp0jWGDBnFwxUoiJ0/iapNPcOyV7Pzsczy6jivejs8wsIkitZpKcjwYUayq7I1Gucvp5LXGBgTgRXcilngw5iOvh32Db8KZmIWv4hiCILJ/9KPcufFHwiUHqNo4i9QB49CjIfx7VvCi6mN4JAwmiWVGhF32LNx7lpF4zQtNAYGy9TPIGHcLZetnIJmshGqKCVSeQBIlQglpRHz1TdUJALLdjSOzLc4WMUng2gPrsCTn4C0uRHEmY3IlNwU0AMpOHWVu8mXItjYs/nkD3/68jIXfT+K1J+7j58FXYOk6muxhd+BH4L7XPiPx/Amk5IAWDSGdWMP0D99GlmUK2ubz4+v3sWDZalrmduC+Nzfz+zfDMAwCNSVkZbpJT4/JF3ft0pGuXTry2OuTsHW4iNr9v5HW81IEQaC2cDXW/H78tnk7V15yEZPX/oyW2Q17ej6nf5uKI6sD4YZyEvUGfvo1kwfuuInMjHRmf/AUq9duJCujAx//tIhD9QKurpdgciZTbhg89NbXzP/iVQRBQNd1TjboKGddC9lsR3SmsbRIYtzR48yd/D7jnvmKaHYfavf9RlLHQU0qBJork08WLyex81C+W/YO37z8V3JzznjMXT58MD89+SFB2YUa9GJPa4UomzAnpNNwbDvOFp2R649zzfDu/Gdxu90k4MUT/18L+8jKPldy2KTIGGoU4rJhhhbGbP7nZuZn47Ba0KPBpuRDIxJg255jbAu1QHR3RA+r3PnMu/z40Uv/6XP6jzDsgvP5bO6beOyxihVz2TbG3vyfLINpppn/IZqDGs0087+QuQuX8+7crfitWSR+t5JXbh9N5pqNfDd3MhnD728aJLh7jOL2G3sjKXLMROuK4Rw+dpLjpw7xi92BAbjyujcN5m3peWDomBxJGLqGt6iQvNEPxvUvLQRzBlJ1YgViak+sjkYi/kYyBozFntkWw9ApWv41ssmG4nDjyOmAPSOf8pWT0TyVTceuRYLUGi6knAG4cgYQ3jmLCb0GU52UzuPfriEgdaDx6FbSnMlIJiuyO4OqDTNx5sRKiB3Vuxn1t7u5eOhg3vryJyK6SLn3FAcyhxDNrse/dyXJXYaiBxrom6Y3aeJLaOdcQ8kUmwQpVieWtHycCWn4Sw8R9daiY6AFfTQc205Cfi/UkJ+Iv6Fp4BquK6Pv6H6xdiSJ+mM7iNR5sGfkIyom7ImRpn7Gj+zPe/O2o9iSaDywhpS+VyIIAkr5Ti6/egxms5m7b4kNEr787kf0aj+SxUlKl6GEqk4w2OXmwXtuo9Hr451v5uJ3deZ4XQR7QWwBsvbAWoJVpyjbOBsMHTXkx5SQBoKIPaM1yaESNi78gev++gynQn5ExUxt4Sp03aB03U/oaoRgbQmZfcfgbNGJ6j0rcGS1RddUvMX7sCTnULphJnokiK5pNBzbTsuL74pNBmrLKFrxFZkDrsLQVMKNVUS8tSiORKL+ehLyehCuryCj9xnzNz0SpuWIO5uCQxXb5pPYrj81iz4mMTUXd00J9ck5SEps4iqntmB1dkcy2g/i4MndXNd+GHI0xJjiXbQXApSIkDPtMSyGjuw6Y6DmFkXamUxYRZHJPi/3OFyYBYG9qsqXPbvTNi+PFnmt+fXNN7hU0xkX96F4rbGhKcCyNBjgYZsdSYppBM/WVOS776KhoQH276e9YmJ2wN+0bydJokNFJfNEiavj5cM/+X2MECWiGMwK+HFt3crJbdswDIMJdgeCINAKqA74GWWxYhYERGBJKEhA18my2vCKIn8xAEmih9XOTwE/ebLEQgOkFrn02X+AAfGJY62mcbq29g/PjH1r1zE8cKaio1dNDXs3biRw8lRTQAMgu6qa6upqrrjtVt5bsIBRu3YTARYGA0yIT8ZdooiYlcUje3YTCASYOvgCrqqsAqCyuJi5AwdSDsTDkNTY7YR0vcmwu8Zux2Qy8cL5gxhXW0c7k4nQmrW8cfnljH3pJbZMm04/n5/uJhOns7MYvWghWVlZfzinP+Pozl30DUWagjHtwxHW7drFjQ89xCc7d2Bas46IIpE+fjz5Z8lHSSdPNlWlyIKApfg/no1UWlzMwnffRdR0zrv9Njr26PEfbuv/FcJZeuax///z2W3NNNNMM838z5Pary8nli6jta6jGwbleXl/ajD78zvvcv3BQyiyTAsg8PNcSoYN42JRYregckKNUhiN0laSidjs5A8cyOElSynQNHTDYFkowI02B51MJg5Ho0z1eWmvmDgWVWkty/wcDPCs08WaUAiTIJAgiuyPRkgMqXQ+eYrNtTV0zMjktWCAO80WNENnXyRC53iwYafNRu8rLqeiuJjnL7mUd0yWJh+He602JnbvRmZWJrWLl+IEfgj4udvuwATMCgU43wxZkkySpDTtl6MbFO7ew9FDh9gdClIcCuKPRjCMmKTOoWiUo5pKY2PjOdfMkZ5OraaRHA/0nFJV/n/svXWAVeW+//9aa+3O6S66u7sVwSBE7EI9diF2YysG2KAoiiIKiApId3f3BNM9u3Ot9ftjjxtGMM73nnvuPfc3779mr3ieZ8Xe88n3+w6LjeZaLTGiSH44TEp9p61NFGmj1WKvtylMoohGFDD9rjNTJxBNaAB00uoIqSqHPpvF4ubN0Or1FC1Zyla9nmBaKllaDbuDQS6u11Q5YDRy9Usv0WXAAD6aMgWlqgptfDwWrZarDQYOBIPEtm3N1E0beapZC8bVi3v7VZXqQJDX/QFuM5mZ4/GwJxjEIgrcb7Wz5RzqWEVVSfJ4ECwWhhkMzPa4GarXE1ZhTcBPps3O9lOneHTvPuJEkSW//EKOVseEmNhIAYwKcZLICL2BNX4f010uBhkM+FSVMBAviYTrKawSJInlfh+j6rtwEiUJ+fg2TOMeQxebQsWeZYgaPRWqiMeSjN5TR8GKT1GVMPHVhQzVng1bDVJCLK44zeH0NsQbzgakdfYklKAPUaPF3qQLzoIDaMwxWLM6YM/piKQzUnd8KzGt+hAOeAjUlpJaXwAGYM1qx5mf3kbRmREECX91MZLBQmyLnoS8Tkzx6WhMkS7fuNb9OLLmCwbe8ChNkmz49fHEJpyl+gzr7ARd1aCqaK3xSEY7iqKwbsMm/IEgQwf1Z9INE/n511X4QjLezd+jhANoDBbsmW24afTZLn1VVflo9rds27UPsU0OsS16UbV/Jf7aMvQxKbhyd5M6YAQtWzTj8XHdmLtiBwfzj5E59KxWRMWeZcw9oaPu7Y95fvJdWK1W+vbqzjNvz2Ln8SI8NTVR2mJBEKhSLLhcLmw2G59+9T2VVdUEFZWqQ+tJaD+IkKcOQdSgGuxUVFXTrWtnnrpmIJ/9tBG7XaHi5Ab0rSKMCDWH1mFv1ReNwYwzYyDvz1nA60/eD4DX62XG599AbCaJTXsgh/zUHloX+a7ldMRbdYbUomW88vgDtG/Xhn8GO3bv5b1vlhFURPq0SuXhO29CFEWev2Msb835Ba8s0irRwJS7Hmpw3q3XTWDWuDsItxiOGg6hL1jP6Itnnzd+MBikqqqK5OTk8zrlrrnyClZum8pBTyYCKp31JYS1NkRDJJkjShoK3BqCwSA6ne68sf+7YbPZ+OyFu5n+5Q8oqsD1942hZfOmf31iIxrxvxCNSY1GNOJ/IWYv3YKc3hsD4CON2174iOw4A4KlYRMmqoIoCnTr3IlunSPcmr26d0WWZTbe+gSnT+8BVGjRA4hwW8bpwrT27kajhqmKiUWVQwj1VQS1p3YiGdIIl55AUWQEVcGcGtFtcOYfJLHTcMz1OgmVB1ahj0lB1eiQMrpQtmsJst+NzldBwtA7o0vUprZhUO9uTHr7R8jojgkwpDSj+vB6EjoMo+bIJmKa96By/yrCtUX8/MEzpKWmcPT4SUprXFT7RSprFexNzGgMZkSNjqLlH9KtZTozvjzLU3rjyJ68+/MefJZMXKe2Y0w9W80uB32Ey3PJHHpzROD6wGrcJSfQ25OoPrQWQ3wGhas+J7Z1H1Q5jKrI3PXqbNK+XkNp/klsva/HbrRSc3QTAUcl+c2To2OPGz2C9AQbJ07n0XrS7cxduhFFFbjqlmF0aN/Q+Jp03VVsfuRFDtQlEPJ78ZTlsrXH5ex9YRaEfASbjUBVZDxnfsUMeEpOooSCKHIIraQlqdsl0YqP8t1LI89FtLJlxx4qQnqqDq4lVHkam8VMXUjBnN6ZYF0JGpMtWoWkNcfgrykh4Kgkrk1/AnXlxLboiSkpB4DqI5sIex1IOiOG+DQsaS0I+1zEtYp0pviqiihcNZumVzxM1YFVmJJzCDqr0NnqW1gFGlRBCYJAzbHNkJCFs6qIgCjhUWR+azxWVQVVDlO8YS6ZI+9BF5tCGJizP4Mu6z7HVHaaKw0GtgUCLPB5GW804VVVlvh8JBqt+FWVZEmKcgp31GgoTkjk1hkzOHHyFL8sWESP3NPR9VxmNPKU00GnJk04YzUjuTzRfXGSBuf09zF7PeSrKtQ7iOciRhRZ4vPgVRX0gohTUZlgMvCr388AvYFcOczFkoZlPm8D6iEz4K2vZAOolBVWhn2EUdEUBUFviN4vLQLL/QF66nQIy5bzCgpPKYAg8G1mBknffUfhZ58jdGjPpDfeQJIkNDF2Pg34aa6qDNEb2Gcxc+rTmXiLimmhyDStT4TmZ2QwJjkZjUbD5B8XsfKHHyg8fRrb7C8I+gPsDwXRAOEe3RFFkdLSUrLLy/lNqDBZhZyUZPbfcD27tm0laDByzYMP8P1HH5Fz6DA1JhNZ993Lmdxc0kvLaFlP4WQQBOxHj9G+Z09qXn6JX76bjyKJ9L733r+d0ADoc8lI1sz8lIuqawFYHxdL/1GRarV7P/qIQCCARqM5z7kIJCURVlU0goCqqviSEi80/F/C4XAwb+LVTCw4gyAILNm8GdP878hp2fKvT/43wn75ZRz/bDYtg0HWx8bQ7sYb/qeX1IhGNKIRjfgX4PLbb+cHn4/jW7YStFi4+eWXLkh1qAaDDRx9g9/PxpdfxmqzYqr0cyIUYrTByPZQCFOb1lxy040s9nn5ee1aSt0eUg4dol04UjDUSqvlZ7+Pw2kpZIRCHKlzMLm+A0IUYIM/UlQx0mBkveBnj8dNis9Lt1oHQa2WpT4fXfU6csMhjoVDFAKtfF4SHnyYGcEArcMyNaIYpeisVmQse3aTnhvLrIw0zP4Ao+Rw1NabYDSxyOejjUVLuebs/3uvopBbWYFm2HDukxW2qioxOj2vayT0RhOdHQ6u2rGT2SMu4vI5X9K0daT7e9wdd/DQ55/T6XQuNbKMURDoW2+XDTcYed3paNBxXC7LDT77ZZXNSpBOOh0ttVrW+H0UhsPkh0LkaCO25LFQiOEGA7luN5seeZQ+Bj2j6zsz5mVmUnbnP8hbt44PS0tJy84hY/w4eg8fzr3tO/BgdQ1GUWRXMIhPEGiv1dFeq2N+RgY6nQ4pI51fjh5jpMnEbLeL+2x2DMAHfh9Wu43HRYltgQB7QiEOh4Ks9vlootWwOi2NNuWRwjStIHCJwcByn58MjcRhQWC4x00Lt4v1okQAFa0Kfeqf0VCDkW89bnyqQrbJzNVmC8/5AnTW6tAKAlZRZJ7Hw1RHHdebLfQxGHApCnO9Hm4ymdmss6BNyqFs/VwSel1BcvdL8W5bSFXIT2z7gVEh65DXQd2uJSw7uZFL1UiX7q+BIPeKAteHQ1hd1eis8aiqir+6iHBGW0Cg7vRuEjtfhCqHKFr3NdbMtljSW+Ha+xPsnkPBmTISOl+EtyI/6gO5Cg5hbzcIVVHwlOeSPXwSJWtn0yEmQILdzHbpLOWzqiro7InQ+hJyVZWQ51PKd/6MZDAjB/34Sk6giUlFECTqti6gWbyB/mNvJZA9CE95LpY3P+XF+29i2o87SO1/LQC+6iIq96+ie4a+gSD2i+98ws/FNoRWl1O+/UfsGa0QBQHJYEHUaDAmtmPpxt0s33UCd0igVYoJpU1rzpzzuyBq9UjmWA4V5ke33ffidHLtvbB26YzB66Ry3wqSul4CQIzgwWq1sv/AIWZvLSW+xxgA3CUnKVj+MabU5sS3G0RC6SYG9Y8IQ4wcNpCRwyJFeTt27+PLxWvw+bzs0OvQWeNx5u8n4KzimN1Xfw9Vbn30FXYW+Uno2B8ASWtANNrxH12NLiaZVppqZn/01nmUsEePn2TOj8vRCgIPTLqa+Pj4Bvu9Xi9PfrQId3qEZrngWCkpC37m2vGX0bdnNxb27MYfYeuO3ZDVk0BtKYIoocnpy6p1G7lo6KDoMWs2buWlL5biFGNIVKuZ/sTttGjWhOMnTnLt/c/iCgk0z0rlidGJZGak0rvnbTz68nSUwFltVIsYRKs939f8dyErM4O3nn7wf2z+RjTiX4XGpEYjGvG/ECGlYUAubIjnlAdiuw2ldOsCRK0BUavDFiijVcvrzztfkiQSTCLuHpdRsWspJZu/R2O0oPeUsGnRbIpKypj78xq6NEtl/5avMXe4BEfuXmJb9MCYGKFwqtjzK96KfMIBDxq9mZC7GnuTTtE5zCnN8VUWoItNRW9PpHL/Smw5nQi5TJRu/Jb0wTeiqirJahVGoxG/YOI3EidR0kb1HdL7XYU+Jhmy2uM8+Cvt2kSSEc998A2liRFDxF+xlN/qqXS2RPRJTSlN6sWsr7/njhsnAnDRoD7s3nuAiqr9jL51KI9/uAg56CXkqiHsc5HS64qo86GzxKI1WnEVHyNQU4ou4ItU8mS2RZS0SHoT7pLjFFUUoE1pg9YY4buMa9OfqoNrOJJbyvZde3j18x85WeLA5awjNqs1/Q7n88HLj1/QuQwEAkye+i5VQQ0pnmMU1IZI7h2hAXPZWxKqK8VCJJER9DopWv4+1uZ9SOw0nLDPSdn6r6IJDQCtyY45vRWhw0uZNnsBpU4JJeQnsc9VGGJT0dWW4Nq5AIvZRF1Qwl9bhuP0LgStgarD69GZY9HZEgg6K7BlnxU6s2W1w1ueF0lYqSpacyyGmGScBYewZrVD0uqJ6zCY/F8/xpLWElvTrtSd2IaqqnhKTyFIOvw1pRjiUpGDfrzleTQZfR+BujJqTkBdRQHB0tORrh+jFV9VIbacDgQdlehiU6LrUDLbsc0Qw2NBBzWqQpZWg10QWeTzoREgRZLIU+EHVSIgn+3SCakqR/JyeffTr5i7s5xw99u4Vf2RN/N2kCMKVCsqTSQRS/du3DRpEmv+cSdD6xy4FIVNqDzj9yNIGq4Ih5ihyKQLAnM8bq42mTkVClEhK3wYl8B3Hg9VqoyKyrZAgBpFJoyG0QYjGwMBPMBSn5eRBiPlqkrt0CEsq3OQsnsXjkCQZloN/fQGvvV4kMNhqrQKCaLIfkVhu07DI6KG5PrAfLwq8GGvnrRs2wbb5i1M2LYjkiw6dIgp+/ZhbdqUnDVruUNvoFAO86peh85k4pHjJwBY5PezKjmZhM6dGPvcc2jqHVK9Xs+l10W6iIpuuokvXnoJta6OJl26cPWjjwKQmZnJL9nZdCmIdDac0khk9uzJRdc1bFHud/HFVFZWYrFYMJlMFBYWUqOVkFWVfDnM/mCIE2YjkiQx9MorGTJ+PKsXL+bIzp0kZ2eTlpl53nfmQshu3px2777HzzNnIgCdbr0lGpT47ZouhBveeYcv7rwLw5kz+JKTmfjuu39rvt9j64oVDMvLR6h/NqMqKpk5dSpNmjen7YAB9Bw69P9p3H81rn/mGTZ0786aAwfoeckltO7Y8X96SY1oRCMa0Yh/Ea68/364//4/PWbopFtZtGolY0vL8agquwN+7s4/w+KAn1OqyhRjhPCmn07H4rVr4bnnuOLOO+HOSGHS9NGXwr790fGSBJG+Lg9bszKQ6hxRW/dKk5nnHXV01Gop9/solWU6arUs8HopDIfpotOj00hYBIE8RWGUwciGgJ9R9V2wzfx+JlosvOhycIXBhAxsDwR40GpFcHto6fVy+rHHqJ76Er/VEftVlW2qzOn0dK4+nctcjxujIHAsKYnWtbWMQABJ4nKjifleD63sdlRJYog7or01obiEn958i7s+mwWAKIq8t2MHS77/nnUzZnDTsePR6z4aCiGazUx1Ouis1ZIry3TU6njGUUcnnQ6fqnKt2cyWQIBdAT+HQiGaaiSMOj1LfT4kvw+rKNJCo+VLj4cHrDZW+v30OpdqKi+PpDFjuPn55wEoLihg+YcfMfWGG8goKsJY30nbXadjofcsBapJUVkzfz5xfh9lksBDtdXcZ7FhrH829xiMPB0fy4LCItrodHTSGUkSBT51OREsVhZv2sj8l19m2YKFhKuqcchhJlkiXcYFLidxGi1j63UYSmWZBd5IIdDGgB8ReMIew+aAn3ecDvZojWj0FtYFnFxiMLIjEGBHwE97nY4+9WNYRRGdIHKnqqPsuqnE2RJQFRnH0hm0QkU5vZualv3Qn+MPaE12FHMMX/a5mp2H1yHLYVL9+Vg1Oqyt+1OxdzmGmGRCPjf+qiJqV80knJBJap/xCIKAoNGR2OUivGWn0VpiCfvdhLuMIy3HQcnm+YiSBn1MMnI4gKjRE9uiJ0FnFQD5yz8hpmlXyt1BPn/tHj6du5DPN25HE5NKzZENZ/UnBQGdVkNc+8FRn7EsHCCmRU8EQcSY3JRjq2eS1vdqfKUnsWS0wRA3mEdn/YoupWWUesoYn0GqTcN7L0zh1fc+RRAF7rrxKpZv2UedYkdVFZJ7XIa9ZDOFrlJiWvTHlNwUd/FxdhwrJGngjQCUOF0kVKwmLGShsSYQ9ntQgv7IOyOd9ZlKvSJCrFR/n20I3mqCR5bRNCWWx+++CkEQOHDkOLI9Kxo0NKc2Z1S6B43RgkYs4MGHHz1PPB2gZ7fO9OzWGVVVuffp1/l1/wpMKS1JzOlESV0Jr86YxZ3Xjyffb8GUlIKn+DiWjIg9Hx9n591bLiUrM52UlJTz/OrcvALuemMu/ow+qIrMzkff5IffiXCfOXOGKk3y2diDPZUDJ09xbf3nktIyvlm4hDi7lZuuGd+gGOroidNIcVnYkiLfUUUOc/xUfoOkxrvfLMeb0R8NUKOqvPrpPD568WHG3P0c1l7XEitKHNm9lPmrt7Pgo1cBeO7BSdz+5Buc8egwCwEeuX7k/5j2XiMa8X8JjUmNRjTifyH6t05icX4poi0VT8lJJIMlUj2vNyNqDSR3H40gSihyiMde+5APX37svDFkfQyipCGl1+WE/R6sJZtZ9eO3nMrN5/73fiCQ3hs1rTnp7iXIZ9ZSUePFZ7JhSMhCEARsOR1xHttA/tIPsDfrhq/yDL6qYowJkbZJd+ERwiE/yDIlW74na/it0aB75d5fya7ZRJzNzNMv3E9qSjK68v0oyc0RNTpqT2wnof1gynf+gq+qEH1MMv66ctK1nqhR4QqdNS6smW0pWjMbY0pzQp5aYlv2QbLEkV96KrIWt5trJr9GTdpAiIWSXzaw8avXuf3RqZQ2H4pkMBOoLUVvTyLoqkYO+skYFEkG+WtK8VWfQWOyoaoRIWuAQG05StCPLJ2toFBVhaCrGrerhhuenA6xWcR1GoVFkancv5LtsV1Z9Msyxl02CohUidz3/NuccagU5h7DgwmdyYYhqQ11J1ZgDvmRtAY0JjvB3K3U+NzoY1JI7381Fdt+wN4sUkWiMdoQzHG4i49jSW8VoQ4rPIRccZx7rhzGzHWniW3dD29ZLp6Sk2gMFpyn95I04l4ALCdWUHlwGUkDIp0qiR2HUbp1AdUHV2NIbEL1kc3Ete6NIEo48vfjqyok7HcT8tYR17pfhF9120LqTu9CDnhRSk9ib9YFQVUp2fQdaf0mRCqkaktI7jqait1LkYwWPMXHSeg0nKC7hrrTezDEpKCzJeErO0X6oOsRBAHnmcPUntgGgkjtyZ3E1ncV1R7fir7TcHofWMJKvx+bILAnFCSoqsRKIhcZjKRLItckptG6wMm3HjfxksSZcBjL3n18bt2CqdsYqCokOeDh05BMXMBDd50ePSKyJNGlf380sz9nxcJF6OJi6fD9DwglpQA01WjJ7NmDS6a9xc4NG5j7wIPUKgoP2+zUyDIWSeSWeof8J6+XGlmhS3378BCDgSMZaWxQVXKLikgUJJwlJTy1ZAkfXDmBcfv2R6ma9IJAG4uVX0dfQqLBQHa/flxeVob91dej712sqhL0+1AUBVNpadQAjhNE1B07Me3ew0X1Dm+mpKGDxUr4HHHIsSYzyzp35rZ530a3Hd69m51Ll5HWpjUXXXklGdnZPD1z5nm/IwaDgUs+/ohFL7+MzucndshgJlx3PueqIAgkJSVFP2dmZmIePpznf/mFPjo9Y41GWiLy7Wuvce0TT/DePfeS8+Ni+qoqi776mhFffkHLDh0A2LJsGYe++goFgV533UmXAQMazNVz6BB6Dh1y3hr+DDExMSS0a4ursBBtTQ0H1q0n7Q+6F3w+H19MfgSpqBA5M4ub33qTrb/8wtFPZ1JWU0MPQYgKF873+ei3dh3t1qxjz9ffsPSpJxl1803/1Nr+uzDwkksYeMkl/9PLaEQjGtGIRvwPIKdlS8Z8/z0zn3kGy5Kl3GS2IAoCYw1G3nc5//L8vlOmsPihh2hbXMLRcIj2Oi1dg0GK9h8kRyOxQQ3hU1Wq5DBpksS19XZIUFVZ7PNyu8XCew4nmZKGa+r3ddPpeUoSeF48GwTVCHAqHOZ5q50ffF7W+v28ExsXtXUyZIU8v59fYuwo1dXYRInNAT990jPQ6PW01+milFa/ZGej/O7aToRCOPPzSKgX4P4NktyQthZg9IQJjJ4wgcmDBrPj8GFkoKpTR9798UdeaNqMnqJEH1RWBgLoELAJAhPqbcEOigICtK1PVhwIhoiVRLSiwCq/nypBJFEUsYoiZkGgQpZJqvd5ChIS6JIR0c4rLy1l/oSrmFBUjAK8JUfEyi2iiKyqlCuRboGjWi2WAf048dLLXFddAwYTO0UJxzn2XwAInM6lVKOhAwI/er201moZYjSRLYh8+fjj3D1jBq4nnuDtceO55fARBEHgFOABmmo0+FQVHZAqSeSHQsz0ejCqalQ/ZLDByOFQiDd1EntCLrrpDawNBMiUJNrpdJTV05n9RhFWLunIbz0AS32HtyBKpIkSUwv3YDXpuaLwEM6EdCzprREEAX/ePjrtXEhxtyvYOfgW/OvmsFCrYZOiYE5thjE+FW9FPjprHJnNsxnVtQXvffcrajiIoI0875DHQeW+X0mw6IkZfBeCKCHpzRjiUknvf3XkXtVVULFnKf6aYoyJ2cQ0705s674Ur/8aQ9eRbN66DRSZG7vHkl+Yy9E4CW89la6qqlgtlmhCA0BjScCZtx+tNQ5X/kFsmR1wFx0h5KohpmVvqg6sRgmrKIUHMdWzIPgr8hjSsTmTnplObXokgL7olsdx25qSkN0JJRSgYu+vNGuZSqXDi7H+PFNyEwLVhWffbYOVrKYtGJWjsuXAVg4cOUFiZlviSzbw5JRbosfF6hRK6/9WwkGuGNiFt597uMF3YnD/3sxaPZtAWsQ/01Qc5tq7R9O5Y3v+CIFAIFpkJAgC77/0GINvmEIgOSeyvpg0thzfxSMWC3rZA+ldqD2xncp9K7GJfh66ZgS9enb/w/HnLf4VT0p36o5sQA2HcMelsX7zNkZdNCx6THp6OrHhSnxEqGhlVyWqxsP1k1/B4XRRXONB2+4S5AIXm/a+xGdvPRv9zRk1YjDzXpxNID1CRW0s38voSQ19Bt85BaiCIBBQJH5duRZjx0uj8ZDkbqM4teus72W1Wpk3YyqBQACdTve3EhrndoQ1ohGNuDAakxqNaMT/Qjz1wB00W/QLH371HQ5ra2Jb9sJfW0rJpnloLXFRTQ1R0lJYFeS2x16hygcpFpG3nrwXs9mMpzyPirxK5IAXjd6Eu+YU9zw/ndxjh/C3mYBAhCYot8pHap+JZIkS/tpSao9vJa51Xxy5e4lPb4K+9TCCfg+JHYdRdWgt7sIDpBgVdFodSd1GUbT+G5RwsGEXgS2R06WllHokZn27mOcm38kzd17DPdPmootJxZSUg99RSVy7AbhLTuDJ202nJkn8OPdDXC4XU6d/TmVJAc6aUOTaq86Q0GkEdad3k9zjcgRBIFyZS4/REWqsH35aRmViTzSihBIOcqo6zG2Pvcq9N05g2abdVKXp2bdrK5WOCoKuWuLb9o+u1RCXSsW+5WjNsVTuWYao1aGEQwSdlVjSWiLqDNQc2Yg+PpPaoxsJeV3kXBIR7PNXF1N3cgcxLXoianRIRjsV9bQ4AM9O+4SD2k6IKTpiUnoS2L0EyWgl6CgnodulVO5agq1lLywV+5l85QDe/H4ThqZdARVF0FK+eymSzoCqKIg6A/66cvw1xSjhIFpBIbNZK2Yv3Yq9R8Qgt6S3xFdZgCP/IBqzjepDa9EYbZgzeiE610SNIkEQMGhFNEEPHnc1hvh0itZ9hRwOEd9uAJbMdtSd2EZKj8sB8JTn4ig4hD27A1lDbwag9sR2DPHpKHKIsh0/E3JVkX3xPxA1OjIGX0/hujnIcoigo5Kguxol6MOS0QZveS4xLXtH12LLaoen+DiSyUbN8a14Sk4g+ly08dURCAeYr8A1RiNz3C42hsLcZ7HQu955LVcUUsIuughQo6hUygp6QcCnqkiqiBz003PZezwZqAO9hi3oWef3I6akYBQl5r83nXH33E1KkybYbDa+cbko+PIrsmWZnSYTsYMHsWXRIhKysgj27kXM1u1sCvgpCcuMqOc8hgil1dbAWY5iAEmjoWNuHtfWO7u+4yf5+rnnaXHZpeQdOUqbUIgyWea4Xoflpht47KWXoufW1tYyc953XJOXjwp8Egpy+979mPYfZJoSxidqMAoCTkUhS6Ph96ZuUBLxpCRTU1lJrCjhADQtWkT3b166lIJHpjC8zkGBRmL23r3c8vLLf/h71LpjR1p/9130s6qq/DB9Bq68XLL69GH4xInnnVNWVkbOgUPEaXWMqq8Gba+q/PjjT3yn16N89x1BQWBOKMR1ZeWs/egjWn74IccOHODwHf9gdL0GxPdbt5K0YT3pF+jkCIfD5Ofnk7tvPyc+/wyNP4B5yGBueOaZc9Y5HcfuPZx21HHJvgM0C0eCAWtffoWCgQPIzsk5b9xZ993HqKW/YhAE/Lv2ML2mhvg9e2hZW0tPUWRpOES+VocpFKJGCdOuPn7Q1evl5wUL4G8kNTweD6IoYjznPWpEIxrRiEY04l+JzKZNuf3111m9Zx9aZyTYfzQUIkYQWOPz0d9gYL/JSPrEq887t/vgQTRfu4Zp19/AxN17iBVFVFWlIBxCFKA6LNPHYKC/Xs/agD96nk4QkBCIEyUsohAt4oCIplXfYcP5+tBBbikpI6SqOFWVUkXmiD/MwWCIrlotXwX83GwwciwUYpnRgPvdd8l0u1kcDtNR0jDCauPAxSPwl1cgn4wUOM31euDIYUp0elrKMq0liQ1+Py0kDRMtFk6EQnzt9XC9ycwv4TClXg8nDx2iRfvzg7PT1q8jHA4jiiJiPW2onJZKbUkZW4IBbqlPEJ0KBVnj9zHUYGRtwM91prOV4jWqzA1mG4Ig0FGr4+NmTdBbrWw9eIiLDAa+9XrwCiKy0Ujs0CFRjcCVX3/N+KLiiN4hcIfFwnSXk146PUfCIeLNFj7q2IEht95C944dWfH6G5xEoLlGQw+dnufMRoSaOuIkkdV+P1NsNma53ewJBbmmvpK9i07HPK8Hy5q1BINBrFYr9877lvlPPY1UV0d83z7Yt2xh1i9L6KnT4VFVHLIc6brQ6vjZ62Gh10umJNFDr0cC4iWJcDCS/Eg1GlFVlQU+D/eYrXzucdNeq+VoKES2INCh/CSn5QgNjxzwElddxKZgJBHSVFXYU55H5U/T6IlC/5ozjBAV3tv2HfPy9hPbqheXlycTE5NE+a5fSOt3FbGxaZRumENC62y+3ZFP9tjHKN/5M/Zm3ZADXvzVhTS99EHq1n4E9RS5YZ8ryk4AoI9JQg35IvS8rSNMAVqjFXNqcww1x3nt20L8Wf1RfE7aU0WHdm3ZfnApgXCQcDCIgkjAUYHenkTY78ZXcgRL10upOb6VhE7Do7qNlftXUbLlezIH34AgShSt/ZLAjsVojVZUFebtO03GkBuQfhPZbnkRobx9QIRCSm+0cO/VF/PW3OWU1a9d1OgQvZXRa5H9LnIybNw36XruI2IPO51ObDZbgwD5K/dfz7MffENdUCTLLjL1yQfP/w3JSOfFm0fwxeJ1KILAlWO7/WFCY/e+gzzz4XzqwjqS9QGmP3UXmRnpCIJAWlIceeccqxUUtFot/7isFx//shm7xUpWTIDZbzyH1Wq94Pi/IcZqonzJjyR1G4WkM1G1bwUeT0M9CKvVytM3XsQH368mqIq0S9azPd+HP6M3lbmrSOgQoa7VGO3sLY3l9OnTNK/X4svOyuTNuy7ni8WrUVW46Y5LaNoku8H47VIMbPa7kAxWFGcpPdqkYDYZkYNeIEKFpYSDaMI+fo8/6ir//b18/uPvqQuKZFrggxceIDY29oLHulwunn93Fi6/SpcWadx508TGREgj/n+FxqRGIxrxb8SRYyf46NtfQBC4/tJB9Ore9Q+PvXrspVwxchiPvvo+248uo84VIr79EKoPrkFVFQRBRFVkzpw+QUWPaxAMEiVyiEdf/YBYq4nqlH4kWpMiFe+2RJTELJbvPY2qGFC2LcQQm0pM8+7orPHRJIkhNpXqQ+s4U3wMU0pz/HUKwaJjABSc3IHBGsd1g9rg8PpZvief8l1LkAxmdNZ4HLn7sDftjCKHcRcdxT7wWoKCyC9nisn++lu27DuKMbUlYa8DT9lpQjXFZDRpRoc2Wbz71F04nC4enjqdddv3Yuh+NZrOrdGXnKR0/RzitEH0rfthb9aNyn0rQBAY1sTA2NF3AWC1mFCDtag6E+W7lpDcbRTVWj1TF+zhxWv6MHxQxDhtNep2TM264io8jCEuwuPvKjxCXKs+mNNacGbFLDJH3IYoitQc3YRancvgtsl0bRLLc7N+wpLRDnOKIWooGOLTcZccJ+iuRVXBVraVCZMfiT7DSo+MqD+b7BG1BuSAh8SOwwHQ2ROp3TIXTcu+fLT8AF5HFXLePsKeOuSAm5Re1yIIIkGPg+LVs0jtNRZP2Wk8JSfQZ3Qkr6gCMHDWhQJCHvwVp4nvfjmGuDR81cUUb/gGY0IWSiiAqNUjB7yM6JzNukMiqV3GABDTrBvFG79DEEQqdv5EyOemct8KBFFC0GjRmmxRfluAmBY9qT60FkHSooQDaC2x1B7bQsjrIKHjsHp+Wwh6avCUnKL5uEeRtAZMyU1x5O3Fktaifrl1CKJEsDyXZpdGqBTC+1YwZcd8mgoqD5gTOeSt5QWzhWuBd11OSlCIMVvJ7dWTdmvXcSAU5mmbPVoF9oHLSUreLgpj0xjrroJ6ccG+egOLDAYuVVUGLVlK7S9LuOuddxgqSRQi4GrRnMKB/clo2hR7VhaODz5kVHkFRZIEvXsRlgRaarTkh0IcD4XoXW+U5ssyLqOB7RoNnUIhtsTG4E9MonX+WTFqoyBQtGcPd7z5BqsTEli+dSvm7Gzeufvu8/hUY2NjufXHRfw8fQYHNm9m0pGj2Oqr+W5A4MPsLGLy8ih3u5lstVGqKHzn9TBQb+BkKMTa4mI6VlWxVVY4LInkjBnD/c8/Fx3/8Ny5jHY4QRDIkRX2L/sV9aULc3JfCB8/+CB9flhIInBs8U8sqqpm7D13Nzjm5KFDtK6uZvvvzvWqMs6Zs5hoiATzu+n0LPF5o+3h37zxJnfISlQI/GJ/gJ+//JI7n366wThut5sZEybQdN8B8gIBbqhPDhScOs3SrCxG3XQT37/9NpnvTqevojDf66HZOcGG1g4Hpw8exGQ0Mm/yI+irq1FbteTWN99El5sXDcIYBAHfoUMUlJbSxGDkZChMiqqyC3hAq8X1u0pP5XdaHr+Hqqp8/OCDaJevQBFFtOPGcss5CS2A7atXc3jhQmS9nnFPPXUeT3AjGtGIRjSiEX8XGRkZZL/0It9Me5vQiRMkKirXW6x8YzKy7Npr6DdqFJ169brguTExMYx+8AF23XU3I7w+ZrndXGe2kKbRsNDrQSOAWRQpl2VCqopWEDgSDGIXBT5xu1A1GgrkMD5FwSiKrPP7aTd2DGkD+jP9lVepqazkCp2eHno9JeEwXgGuN5o4Fgox1eVktN6Aqa6OByxWXHoDX8geRI3EmmFDePT11yksLGTRc8+Tv3Mnk1SVWFWAQJBng346qwKl4TD32CLCzi21Wlb5fTxbV8tEk5lLN2/l5+tvQJj7Nc3btTvv2n+j6vwNN3/4IR/fcCNd6uSovdlcq+MXn5MKRaG/Xs9LLid9dTqqVRWNStSuSpEkug0dyt0vvcSq775j8Y+LKVy3jttUiBcEdv26nF3r1tF98GDMcXE4gLj6eatlBRFor9UyxBARU19QXcOgsWN586qr6AI467UqOsbEcPVLL7H0jn8wRNByk9mCThDIlDTU/s5e0SEQPkeDbP/q1QT27OGo00t+hZeM1DgesVij9udCr4eAquJQFDrqdYzQR5JO7zkdOIkElfLCIWa7nIw0mlgXCJAhaYiVIlSkcYLIeKOJZQE/Xavz2bZpHlJcGqoiY0rK4SJfJa+FFA4ltyAhLpW4w+sZrQT4Tm9nRrNueBUZvaqQ2GkEcsBL1cG1WNJbU31oHVQeJ2nQ7ZRZYhC0uTjz9pPSawy1J7ajhIMkdRkJgNZgpWLPUhI7X4yqhPGW5UY1A8M+JylWLaV15VQeWI0aDhLXbiCSv4bm6cmcjh8QSTSZYtieq0cnJ2Po1IlwRR7B2nJiWvai+vA6Aqc2YcVL+tBJiJIGnTUumtCASFeFxmiN+t7pg2+k+tBaEjoMRVVkih0VhP1epPouEDnoRZDOvotpdh39evegvLqOaYv34LdmYXblM+W6kazbtxN3WKR1solH774veo4gCNjtdn6P1q2a883bT/6lrsOgfr0Y1O/CvxHn4pXPFlKTGikcLFFVXnj/K2a99jgAd105nGc/X0qNNpWYYDl3XDsYgGvHXcq4UcNxOBwkJSU18EU2bt3B3CWbAJVbxw6jZ7fOAAwf0IsPN5Wj0Ufs+sQuF7PnxEkm/G49wwb2ZdjAiPj5ug0bWV55OuJvqICqgFBfJKqG8Hq9PPbKdPxhlYv7dmLU8MHR+S6Eac8+zDufzKG4uoSOvTK45epxqKpK9yXr2FkeRtTqKd+9lLQO/Zn19ffcdv3vV/fnmPrpD1QmR+IXpxWZZ9/+jBlTH2lwTCAQ4Ok3P2LZtiN4MJLQYQj79tUB33HXzecnqhvRiP+raExqNKIR/yZUVFRyzxtf48vsByrs/2QZs2JiaNm86R+eYzQamfHiFJ584wPWeCLVA8k9LqNsy/c0z04nO85AYUYWrnM6N8prZQ6WViNlRoRr41r3pfLAKmJb9MJblnu2+r7sNKXbF0PgrFCyEgqgMcWgKjJyKIDGYCGxW4RKSQkHMR//CUUQ2RZuRVz3CE9m4YpPSB5+G1X7V3Jm1R4CdaVkXXRHVCy6Ou8g02oTUEUL/uo8rBlt0Fnj0SXEs2za3djtdsrLK7jvrW9wJXXBb3dgqjfezGkt8Fbk41JCVP/6PokDbiCx80XYijbw+rOTo+2tYy+9hCXrp7Jq8xoMidmI9e3GSnJ7lm7cE01qCHIYc2qEAqtwzZeEA26M8RlIOiOqHMaYlB2tyIpt3Y+SVYcpd4fZdqyUbu1aUWJri+PUruj9kgNerN5i4gpruaRne+65+aoGAcimSRaOlEeqOFRVQfa50dnO7q89toX4gTcjSloq9i4nZfDNkWSVqlKx+5foPdSZ7WRk5RDy1OI6c5iUnpFnqKoqpVt/oO7QamxtBkJtEX2a2DioJZq0Mcano49LI7HzCKoPr0eQNGRrapk2Zzo9rj8bKBYEEUGAuty9xMfG4DDHEvI5Sek5Bl95HvqYZHxVhWjrDfNAXTkg4i46iNYcR8agCCWRqsiUbP4eRQ4hafUktB+MJuiKXovWZEMQxHqdFyvhgJe4/H2Il59td5Y6jWDtviW0CXtIqStlsl6Dpf653Gu18VRdDb0tVlrt2MmWgJ8cSYo6mAB2ScPVE0ZSm5zMkQ162tQ7chWyTILbzaB6wz5WEOjhcNLDaGSgIDBv+3aGG4xsstmQKyq5vKIyEvhXFAJr13G/KdJqf73FyvMBP7laDUKdg7xwmAEaiU1mE75/3EHfiy7CumED27dupb+qRyMI7AkGcBQVAzBswgSY8OfGbUJiIrdMfZF5M2YgHT0W3V6t0XDDu+9QfPAg5VNfZk5dLbeYLeh1ej52OcmUJLoLAjfr9KDTMVJVWSLLDbhiFbFh4F3+i0D876Fu3R6lX2odDLFk9Wr4XVKjbZcuzE9LpWVRMUt9Pgbo9RzSarFdeikJsz6PHmcQBPJMJu6r5wZXBTgRDtOq3sE6EgqiXmB9819+mav3H+S0LBN3jkhotixz/OBBABw7dtBPUSLr1GjZEgzSt77LZ3dKEmN79eLL2+9g4s5diIKAa99+Hlm6DDUcZnR9u7eqqpSFgjxpsSIJAq21Wn7y+4iRNMSqKumSxGq/jw5aHbsTE+n6u/vweyz//nu6LFhEZj09xOE5X7Nz5Eh69I84gfs2b+b0vfdxsdOFrKrM3H+Ah5ctRafT/dmwjWhEIxrRiEb8IQaPH8/g8eNZu2Ahx7+Zy0+iSP/bb6fPRRf95bm9hw9nSXIyVYcOkyCdFfMeZzLzhdtFW62OiSYzb7icJAkCx2UFBwp9tXr66nRs9PuY5nSiFwX8dhuT7DHUTnmUh/0BsNr4SoDTzZuTHwpyd24+EOkmecpqY4nPx131/3/1Gg2jjSZkVI6uW8+7PXuS4fbga96czN692fTzzwjACIORJARGGgz87D9bJV0ly1TKkQ5Xc71NeVllFSu++Ybm9d2qeSdOsGX5CkSblUuuuAKDwcCm5Ssw2230HjSI2+Z8ydzx4wl4vYjAcL2eTI3EeJMZp6JgjY/Dfu99NG+Sw+qnn+X78nIEAfIkiSsHReiEhk+ciF8QqF26lPWiRIok0hdYuWYt3QcP5vKbb+adtWtptXY93kCAVT4fFgGSz0myaIN+Fn76KWO2bsdWT3dlEgQ+D4f5YMQI1mRm0rUm0jnuVhSMgsDJsMzpUIhmWi1F4RCnBOh/w/Xs2bCBLW+8Sd3uXRzXWDl56UNIqS2oqivjE/Nupvgj42RrtSxOSSZ0ppAb66mn2uh0bAgEyJV0vOJ2cbPRhE4U+cztYpLFyudeL8dDIQYYDLSsX+dVRhOPhyF50FlNyLrkpuTmbiOstzDYWc6+YbdwylXHtB6X4jxzGFNSDulpLfBVFVKy5XvS+k4AVUFniSG2ZU+8x43oLDGR+5DcFG9FfoRiymBBCIeo2LMMQdJglv0Y7MnUHtuMoNETDvop3jgPnS2BUGUuqsFG5vDxiJIWVZEpWDGTxJQ0nG4PxKtQ3xuthMOImoidqk9qgqs8D1UOEduyN8byfQxolchqb+R5GeIzcObtw9Yk4jc78/dhSm4WvXYl6EOQNLiLjkVEyxMyKNu2kLhWvdGZrLQR8vFZVYqL92OUXdx35UAEQWD8pRfRvUNr9h08Qo+ug0lLS+O2G//8u1xwppAfl62iSVY68XHxTJ21CGdYR5opyCcvPkR8fERw/fTp0wiCQE5ODtNnfU1hpZNOLTK4aeLY88bMLzjDZ/N/QRIFHP6z1GeCIOAOidHPA/v2ZHG7Vpw4eYpmTZsQFxcX3WcwGDAYDA3GPXEql6c+X0UwLULFPOWjn5jYez8Oj5/u7VthEJXosaoio/2Luqw2rVpi9m5Ejk0lpkVPyrYvIqHjcAg4GZCm8OyH8yhN7I8gSuxcsA+NJHHRkAF/OJ4kSTxy9y0NtgmCwKy3nqXPlXfhsrcia9gtCKLE2v37ue18CdQ/hSN49t4JooTDf/4xT7z2Phv9zbF0a4NJDlG5dwXJ3Uez99Thf26yRjTiPxyNSY1GNOLfhBVrN+JK7BT90gVSu/LT8rU88idJjd9w+ZA+rJ+1CjmlE6LOSOemKfzwwbNotVpumjyVY/WdG4ocJskiUOH8HU+squKrLsaWc1Ys1pzSjKqDa9FqNLh2focXI4G6CsKeWqxNuqCEg6jmswF4UaMjJiGJkroAkj5SFS0IAgnpTajYuxyUMPrYFFJ6j8GRu4/EjkNxFx/HnNoCc0rEeNPFZ1Gx82dMKc1ICRdFq0aWrV6PM7ETklZP2HeWC1eRQ3grC4hvNwhVEHHunM+Vo4bQYVQvJj76Dh5FR5YpyKzXHuP+G8exp+pn3O5zzw9TUJzH6LteQFYFrKKPghWfRESwUTGntiSp8wgAqo9swl9THD036KohpAiUx3WjTFVoEd5Cz0w3J8Mmik7+ypniEjDFgqLHJItcffkI0lLPCtsBPP3A7YSnfcT+vIMcO3yAmPhUXBUnCGV1QGu2E3RVI9ZrdogabTTwLwgCIXfd2esIBxnaoy1VFQdYd47RJggCWnMMPdI09GlSy/a6XI7qO1LtXEHGOeuQfS5ErZ7EzhcR9nu4orkLg8FAtywLhwPeiDB68XHkgBtbfApqUks0FXloLXEUb/gWSWcgY8A11BzbTOX+VchBL67CoxhiU5GMMQ0SNYIoIeqNaDR2wl4nvsoCVL2V8L4FSJ3GosoyQWclyb3GcGblTERVQYmNIVSRh65Jl8j1VubTNOQHAeokLTJnjeSwqtBOq+OGYAiAPmYLrzkjQt9WUSSgqhRmZvDYCy8A8KtZx6ypLxJXXYNfhRyN1ICf1IfKb/VJdkHEBNT9sJBqSWCUePZfpOZ3xnLnJjkUmC2MOHyEa8xmQqrKjNISeo4axcoZ7yOWFHPaYOBNpwODIJAmSbTWaVEUJZo4+zu48q67mLZhI+23bMEnaageN5aRvXrRpVcvHv9yDlkOBy856+ig1fGkPYafvV604tnFSoKAK7+gAb9tv/vvY/Ghw/QvLeWkyUTaDddHA/ifPvIIypathExGuj38MP1Gj47cJ5+PqqoqUlNTCZsaOh6hC7RRx8fH0/Pdd9g+fQYuRx3zMjKYcP/9tO7UiTe2bafzvv3oBIE1ksjFb71J09atqa2tpVW/fiz8dTktvB5UoNBq4dFbbjlvfLze+upDiV/9viiHda4kkdYl8h6F7THIqookCHTU6Zhmt1HTshWyRqLXffeSlJSEubAwmhCziiLNK6sYoNPxhkaiTUY6vvQ02sfFIS1bHp3abjBi6d+X2g0b6ac38LNOy/prruaqe+8lLS3tT59nRV4e7ZSznSiZoRDHT52KJjX2Ll7MRU5X9Nl1PXKEEydO0P4C9BiNaEQjGtGIRvwzGDJ+HEPGj2uwTVVVtm/YQG15OQNGjcJisUT3Hdy5k12LF2OqqWGcycQyn6/BeZWywjyvl3KthpEGA910er7xeBBRubqe6qiVVststwutToejXz8OrFrJSM9Zseth4TALJJGkxHR2FRYxVFZQiOg4AOdYgBBSFb71eMjy+5Hq6qgWJcKVWzmpKDxptRFWVd5yOvDHx/FN126Url7NLLeLnlodqwJ+nrFHunoXer3oBIgVRDT1AfoNP/3Exnvuw+Bykq3RMPXBB6lNTuauOgduUWLaRSOQjh1nskYHGh0FoRBTHHVcZjSyJeDnaChEu9Q0rpv8MLnHjlEaDnNx/T1Y5vOy8Npr8X70EcPHjWP3hx9xi9mCJAjsDgb4JRQku01EJFmSJCZ/9RWbNm5k11UTeT4mIsa9JeCnr95ABaD064ff4cByTkFPvCQx1OPl7fvuJ65/Pz45dAh9bR1logA6PQ8VFXEgFGZ/KESJKNDs3ns4NHs2B195lWwErjQamZTeBik10kmtjUlhW1pbvj24Ar0Ah2123tm0iUeyG9LwxEkiV0kqmToTmfWJlwetNlb4/eSltuTNgI/b3WXR44NAVcBHyFmF1pZA3ckdhMtO8XpcDgPKT3Gb0cDFWxcS2+8q9PZE3EVHo93dxoRMHLm7I++FEkYyWKjd/DWy3s5vb62qKoRdlfgL9hDnOEFJrZekQbcgCAKyz4Vj/RcIMelQWYBR0pI8YhIA7uLjeMpyo36ZIEroY5Ixd76c8uOrsJ9ZR21id/DVopQfQdcy0rmghAJ4ynIBAUGjpbr4ANdOeZ1Nb83Dn94bY3wGllO/kLd+H6Itlbi2A3Hm7aP25A60BjNS0Q6CWAnUlpPWL1LwFNu6L2nFK3n0hqvp1fM2BEGguroam83WoMglOzuL7Ows/g72HTjEA9MX4E/tgXq0hJp9s1Bs6YhSkNLKAM++M4sZL07hrideYWdt5G5Kxbug3RVIxhQ2bSulxjGHh+44mzkpKi7h1hdm4snoB6qC4/RarAmdkXRGZE8tFsXJxAdfIqSK9G+TzsN33kSP7t3+1nqXrFxHIKVzlGLXm9iJd35aS1znkXz72RrszpN4JD2KwU6G9zgPPfzon46XnJzMI2N78MXSbYRUgctGdKJtczOJ8enkZKYz/tXF6OqLvpSkNqzcuu+CSQ2fz8dHX3xLMBRm0jXjSExMaLBfEAQSk1MhsW10m0ZQfj/MXyLLLnBUDiFKWmRPLa0yz++0OVMbQrJHfDJR0iLpjShyGJu+kXqqEf//wn9EUiM/P5+pU6eyZs0aysrKSEtL4/rrr+epp55qrF5sxH8MmjfNQli/AwwRQ0F1V9Kke+rfOrd3j668Ggrz07rtGCSBKVMei7aKTnvibh59/WOq/QJ2wUuxL0zxmSIMigVjchMcRzci6U1UH16PKTEbY3wk3O2tPIO9WVc8hUfxqgZEnQFzWkvkcBCtyRapYtixGFWREUQJf00Jh4scNHfVIWc2Q9KbUFWVZolGUGX2nnGR1PUSBEHAnNqM8l1L8JTnkjnkrPGjNdsRDRaCzkpC8YnI9RXk6UnxBM5swJjTFWN8JmXbf0RrsuMpO03GoOuQdEYsaS0o3/oD91w/lltf+BRXeiQImCuHePG9z+jethlSUnOk4DFqjm5CY4lDW7KH0zFpkJiFLiaF6oIS0voMRGuNBOEr962I6oFYs9riyt2F9+gaZEHCXXCArOEReitBEKmV9Tz/SKQK+8nXZuDLGRLtCCnZvYRXZi3g23caUuRIkkSrptmsOu3H1vs6DDXHefmuK3l+xtdUaRPRxSRTd2oXMc27I0havJUFmBKzkUN+ECUqNs+jadMcmsZqeXHyQ0x+9UMQ3YQDHjR6M/7qYnK0tcx88wP0ej3zb38BMT4RUaOjcv9KjInZ+CoLENUwNUc2IRnMaMv2cefUOQB8+tqTvPnRFxRV1NGiaywdJt7J498forY0l6SuEYHhmOY9OLP6MwDiWvdDVRUq963EEhOPIb0VcjiIu/AoSjhI3endhDx1BGvLUBSFnIvvoHjzdyS0H0LlobWEVn2GrUlnkntcBqqKKS6V64a056XH7mX6rLks2rqFsKISc2wLgs3IfJuNpj37Mm3NKh6sqUYF5nu95GjOTTYIqJLE+y4ncZJIQUhG63Fxd+s23DfvW0bedCOS1cKB2+9Apyg4FJV3PW5GGYzk6/W4tVo0goBfVSmRw5hEI3qfjyv1eub53FxmNHFGo0EcOJBthw7T2+0mXxKpzMomsHMnbev/B2kFgUyNlp+nTuXyVWswCgKDRIlvtVpuN5nxqyqL2rb9pxIaEKE/mPLdPI4fP47BYKBJkyZARE+iSU0Nl5rNXKKamONxUybL5MphgmGVi/QGjKLIkWAQzbZtvNCnL6kdO6KPsTPhuecY/+tSdq9dS7t27WhdL9C98IMP6PHdfJLrIwiLn36GToMGsWvlSg69OJXU2lpONWlC6xtv5KfpM8isrORkTg6XPf3UBdfebdAgutVXJp6L++Z/x3dTpyJ4PLS5/HL6XHQR+7dsYfO999OpuBiv1Up+aipZOTnceO89JKecTRbKssyh/fuJ6daNdStXMdjhpIlGwzuSSIs2rbEOGcq19ULmV736Cp8VFxOXm4czLoZrX36Z7oMHN1iLNyUFyisA8KsqQVQSNRq6WiyMX7USq9XKvs2bWb1tO8Nq63ArCoUD+vHU11+z4P338ZaV0X3kJXQffP51XgiDr7ySZd/OY3RlFQArM9K5ZtSo6H6/JLEt4CdfltECubLMfY26G41oxH8LGv2LRvyn4vjhw+QdPUq3QYNITEz86xP+BB/f/wAtFi0iLSzz4Yz3uXXhAhISE9m6chVr7rgDU10dZ0Ih6ixWJAG2Bfw00USonK41m0kSBCZ73IgILPf5SBdFPL+bw63XMU7UoFm/kZknT9JSkWlaH0A8FAyh7NyFTZRYr8isi7HTJCOTz6sqGa/XM9vjZqLJjFOR2R0K8YI9hg/dLjJFiXEmEwu8Hp6up1lCEJhksXLQ5cGXmkr6FVfQd9VqXnHUMfkcmtKxRiMfetzU5WTT6eABPrrnXnx5eehdLq6uT3L0Ad4oKibNHgPAmaXLsGg1/Fatn63V0qlvH8yHDpMjCHTQaHmvrobC06fZvnw5w3y+aAHDUIMRl8/L0imPktW+Pe0KCpDq93XT6ZmensY/rrkmer8EQSBQW8dl9XP10xvYFwzyurMOpVlzps+YwVu338GnXg//MJlZG/CzOxikTlUYu3w5p0IhqvR6rv7iC6oLCyk6eIA5q9dwe20d5ZKIY+gQtDNncYcogdHEkVCQnYEAtoCXunOem9/rZLzJhE4QuCQU4qspjxJu0oQf8/IZYjByJBQiThSRVdALDQtqvo/NxDPuSSSdkY+/ehyds5h4SeRbj4c7DQbe//E18hObYugwjJgB1+JWVTYte59RhXsI6wwY6jshFDnc4F2SA368+xbzxFX9mbNwGZ6YLGSvk4q9y9FbYmhp8fHeS/8gMyODpKQkBt3xCoogEPa5qD2xDZ3RjD4uGVOPy6ne/XN0XHNqc2oProz6vXI4EH1+XtHKd89ez459h0hJbIcn0JJ3563CK2tRyo5hb9KFmOaRYH0wsy3XPvA8GRmZNHNuomOb5tz94kdMuOcZytOGApDYaQR5Sz/gviuHsNXYDkN8jwiNVvT5ixisccyYt5yXvlpBll3i7Wce/C/9X/p84UoC6b0RAMUYQ9iYSEo9LVfIU8f+Iyv5YfFSdoebokut95PLzpBojNC3ibZUdp7Y32DMbxctxZPRN1IoJkgYO15Oi7pNWBPSyUzVs+qoFn96RGB83rFiMhYv5aorRnEhqPUdzL8VnbVu3oTwoZNoEyJJNG/5aQwpzREEAVOLfhTvdjDEXMV1V3ShT6+Jf0ujbuzoEYwdPeK87Q6HA6Ps4reSUDnkxx7T8F4XFZfw/PQv2Hool4A+gbh2A1n92DS+eX3yeYmNSZf2Y9rCrTh0ySQGi7n37oaJ5L+DD154mOfemUmNV6F1TgxT7p503jGxepXC3yjJVRVfVRHVm+dy1ZuT/+n5GtGI/2T8RyQ1jh07hqIofPLJJzRv3pxDhw5x++234/F4eOutt/6nl9eIRvwt9O7RnbFb97Jk7xZUQWJwMxvjLrvhb58/sG9PBvbted72hIR4Pn8zElS866nXOR7TkaQ0EW9FPmXrvmTB+88yc94vrHDEo7XEUb5rCXLQhz4mCVGjx5zZFtnvwpzSHG9lAf7yfGyZkeqChI7DqNy/ipCnDiXkI2PwTQSLNzPAmEdutR8jAWTCeDVWksQigrWl6OPSMCVmE6gtx1V8grLti8kYfD0gULlvJQntB6Ex2TmzehahUIg1G7by8rwNCOY4qvb8gs1kZGK/FqzceRSf3oikO2ukKILEbU+/i0uwRbeJkhanX2FI/158tOQDtC37EPa5EAp34nNX4tHEoZFPUbLpOySjlSTr2a4CfUwyIXct+phk3EXH6dK2BTOeux2n08nH35lZfXh9tILd6ymmqqqahIR4iqpciOaz1emS3ow7cOEqjO/W7kVN6YUGCKd355F35tKtaRLHbX2QdAaKNs7DX1eGpDNQdWANpqRsVEUhre+VKJUn+OLZiWRkRBJRAgKJnS+m5uhGUFW03jJ+/XlWNMElEVmDITYVfWwaokaLLbsTtV4X1pyOKOEAUmIWC35exjXjr0Cn0/HEfbexd99+tFotrVu1xD7nV+rOEX0XBAGNHKT20Bpi2g7CU5aLp+wUGmMM7jMHyRx+GwJwZvVsEtoPjnLTVh5YTdjvQWuyo49JQWdNwJrZDk/ZaWpPbMeVu4cmLVpTVFlHbW0tt183Dpd7Di5/mCvuep2O7VpjMpkQBIFgMMh9PXrQr6iY2yxWvvK48akqRkFgtySiT0vlUaebt511DDcYGGo0Uudw8u6YsXySn8feFSsIywqiAO20OkoNOnzvv8/FPXpwfMsWflj0I8e2bmWgaOVLj5f2Wg3ZGg0WwcjHLVsw4blnmTp0KPu2bGHlypWUlpTQf/lKDrpchIwmtPUGeIVGQ/zBQxjrP1tEEV1mJsu6dUNNiOeeF18EIiLRv13b34EoirRp06bBNo1GgycxAeoc6ASBiSYzMzq0o92JU1wcDLLE6+W4HKKbVsdEs4VwWTk/5i1mpNHEJ4eP8MiypYy6uiHfquPUqWhCAyC7ooKSkhL2v/kWV1ZEBAh7HT/BT5u3cMPGDZSWljI8K+u8lvG/gsViYdLrrzfYtvmdd7iivBw0GnICQb4XBO6c+3WDY4LBIG9PnEi3bTuQJIlTvXriz8pEstmZ+vhj5zk08fHxPLrkF/x+P3q9/oL3+8r33uWHKY/iOXwIuaKSa+qDGVWJidFq1c79+qH5YjYrfliALi6Whx96CI1Gw8QHH+SXWbPYN/NTds6dy7gXXyA59c8T1VnNmtF31kyWzZqFIghc+sADJCYlRffXulxUh8LcUj/36VCI799+m8c/+OBv3t1GNKIRfxeN/kUj/hOxYPp01Pem09zjZX56GoNnfkq7rn+s0fdnKCwsJP7nn2ijApLENadz+Wna2yQ1a8r+554n1uejWlF5xGrjY4+bGgGSQyrr/T7ustqxiSKPOB08YTKTqtHgV1Weqqulu07HyVCIFlotuaEQHp+fdFuk0rh3/hnWqTJ7EahWFPyqwiiDia3BALcZTeR5fdRdcw35m7fw3t69eFWVlxy1XG4yc5PJjCgIxIsSpYrMAq+HI6EQowxqNAAdUlXMokDg2DGkfn2RVZU0SaJIDpNUT2dZo6q4+/fn+gMHyN6wiZCq8rZGosXv7ASzKFIRDpOk0ZAqCGwIh+ldH2wvCYep9fnJU1WqgyFCqkITVWXmlVcSP3Age0WBHvU21aFQED3QvK6OgwcOUGQx06emDgCfotD64vNpwFp368oPwSAT6m0brQDDDEYOlZXxROfOXFJZjd1g5F2Xk0EGA1Nsds6EQ/zk83GPxYpHVXluwgQm22z0FETWKzLvGY0kdu9G64GDaLliVXSutlodCzweks4c4MCqWWhb9cVesJ/+Z/ah00XumVEQ0OTl8fqvvzK5e3f2VtdwqdHIMIORcllhmsfN85ZI98k0lxMpoUU02KqNTaaq9gw7gwFSdTqOhcPMDNTyhrOMvRmtgIi/Udm6Hzfm7qE24MO1bSEZA6/DmJRN2fZF2Jt1x1N6EnNqC3TJOSzdsBVvzlAS4zMIuqqpO7ULi+Li+/dfbhD8T9CFKAsHKd26EJ09ASEuB1fJKYZmQeKIjiw9fQolvhlS9Smeun0i3y1byImiSoxJTRElLXV5e/EXHSYzM5OmTc+yK4waNghZlrntwcfZr8mMbtdZ4iiWTRgzh+Mu3s6bV16GTqfj1cmTuO35D3GYc/CW5xLXbiBL8wUsPhdCgkDY70IO+pF0BpS6Ik6cOIamR6STujIc5Nlpn/Dm0w/+M1/v3+GsgR9y12JKbhL9rDXHYDYaqaqtQzSc7QhQfqfDohcbfo6xmVEKPUiGiLC3GPZy5/XjGNivL7t272H+qZ2Y6o8V7ekcOH6aqy6wsplzf+DbNQeQVZE+zWN59Yn7GdCnB+7XP0MuSYsE7CsLyBp+NrAvSBryXBJDBw88b7yKikqee/dz3GGRdllxPHbPrX/qc9ntdiYNb8fsFZsJSmZamdxMee5soaKqqtzz4geUJQ/A2r0buroyHCd3ILQYwOfzFvLYfXc0GG/MqOH079mZvPwCWrW8GpvN9vsp/xIWi4Vpzzz0p8e8OuUO7ntxOjtza5BVgaSuI9Hbk5i7ZAM9/2ZHTCMa8X8B/xFJjZEjRzJy5Mjo56ZNm3L8+HE++uijRqejEf9RePL+23kkGERRlD8NBCqKwo9LfqXO4eLKyy9p8M+wtKyc2d8tRquRuOeWazCZTNF9lU4/QlykEtyUlIMnox1LN+zCbtIS37YfhthIwK1i76/Etx1I3tIPiG83EFvL3jjzD6CEguCrpu7UTlJ6XoHGYEFvT8IYn4G3Ig9BEBAlDW8/F9E/uO2xV9hv6oyr8AhhfTqhfUvR2NNwl53CltOZ1F5XUHdqB8UbvwVBIrHDEHT1SYWAz0v/8XcgGW0I7S7DBJjSWtHctZPXn3mYY3e/gKsyiKf0FObU5vhry1HlMHVZw1D2zUfI6IYoaVHqiujRK4vExETeuf9KPvl+OYoObE30LJZ7kNwm0tFhb9qN0q0/4K8piepNaGtPY/CX4s330yFBT5vmzbj2tQWEJCNqwRGsrS/GYE8m5HVSfdjDw698yJy3n+HkiRP4m2RiiElCVRW8Zadp163fBZ+lrDQ0ooKGONyKjiGWfA6cPIMzNg6vz09Ch6F4Sk4S8tQR27IXSjiIpvwwFZU10aTGpPEjODxjIWqrPuAsZUzzZg3E3a4d2olP1+7HnNaS8Ik1dGqdg+x1crzzCDTGiMGpyCF+XLaCiWMvo6qqir5jJyHH5CCIEklqNRpzDK6C08S16oOkN+GtKKBpip2PX7mNm++dQlmlh+wRd6A12ShaG+n4UOUQlrQWWNJbRddiTW9N/q8fEtO0GyWb5mFOa4ktpxPeigKCdRVkj7oPVRA4qsg8+tqHON1e8mJ6I2p0bPxsNW/cqtKvV3cAdDodVz39NO4nn0bn9TLcaOLpcJDOwRDxoog5J4d5qan49+xhaL3zFyOKdPV4WPbdd3T8+Rc61FMArPD7aBUIEfL7SU9PJ33CBIZOmEAoFKKoqIhTt06iy/ETANTodQy/5Rb6DI1UVnXu25fOffsyc+JE2oRCZBqMzPG4sYoSIVWht1bLpsJCVJ0+mgyzdGjPbbMjGhJVlZVMHzuOpLw8amPj6P/yVGyJiWxbtAh7Whpjbrvtbyc6AC564w3mP/0Mhro6Aq1b0SU7m0sOHwVBYLzZTIkcpiAccUA0goBApHquzbFjFBYWRrs+fkNGz56cXLSYFuFIVdzJ7GyGZmai85ytuRQEAZ3Xi9VqxWq1/u21/hXqzhQ2+Ow8fboBTRjAgg8/ZOy2HRF9FVXFsG07SY89Spee5yd7z8Wf/dZmt2jBAz8uIhwO88l997Pq4EECNisjX3ihwdztu3enfffuDc5d+c03GF96mUtCYRRV5Yu8XKasWPGX3TgXGus3HN2zhxvPccababUsLyy84LGNaEQj/mto9C8a8Z8GVVUpmTOHcf4ASBJjysr5+b33aPfll/9P44VCITRhOUrVKAAutwvlnXe5WRDBZMajKCwP+LnSaOKMINBXksgLh1ng9XBcEklCJbW+g9YgCLTTarnCaGJvKMhBbwibKGA75/9pnapwo9GMRhD4zuPGqcAvPi8PWKyIokimRsPcr+dyk6JissewxOejRpHprdNHOy3KFZlH6pMk3UMhnnXU8ajNTkBVWO73c7PJzI+xsUx67jkeWr6cfxQWs9rvozIso2olHJeMol04TLYSCfRqBYHmksRJRY4mMU6GQlTJMuv9Pi4xmdnTpzfCiRN8U1KCQRBRUGlpMZNkNjMgGOILj5trzRZ01bUULf6Jn7t1Y/eOHWi8XhyKgk0QkXVa0u+9H0c4xGuqSvuYGBzdu3H7ww/ze9TV1FAUDvOW00GWpMEuigwzGDji9dCyqIR0vR6TJJGt0dJVFym02hEIco/FiiAIWASBG4xG3GEZtCKDRImq2lqGbtzMyuRkKsMhxtUneXYGAqxXZB4zGXgwbyvLjqzhqF5HXMCLqo2Mp6gq/sREEpOSmJ2Xx5J589i2YCFFWg0rj52m/Zk8Xnc66KLTcb/FiqbqJI8te40SWxJ3Fh7gqKpwtzXiz3oUhV98PpJ0TsJeJxpTZLujPA/LmMfIjEujcv8qKg+tw195JiLCfXQjyd0uRVt/bF6ugik74h/prPEIkgbVXY7L5Wqgb/j6wzfx0IvvUm6yktwtQqmqyGH2HV3EhtdfZMjWHWzbc4ABl/enV/eulNbU4WudjVhf4FW6bSFNs7PPE44XBAGNRsM1Y0az/q15JPUciyAIVB1ci71J58j1GDI4evwE3bp0pk2rFtw1pj+vrSwivv1gNHozCtDEXc3Jos3EpDXDvfM7urRrSWqMgZ+08cTXv++iRkdBlZtHXnqXsCIwdljvvyXc/Rs+njOflRt34hEOoTHHIoYDmIQAZEc6tYOVeUyaMJKh/Xuz8NFplJKIv7oY0VtJcN8PiMltSFSreWxKQzrYW6+7is2PTGV/XRyiEmZQhsqAvpHitubNmhIb+pkAOZF77iilfeeG1GUAeXn5zFqXi5AR8aPXVFfy9feL6NutE6ZmPdElR6jHao9vxZG7B1NyU+pO7cSS2RZt8MwFr/fu59+jMKEfglbkaF41uk/m8PCdN/3pPbr1mnFcN240Ho+H2NjYBj6Ay+WiLGyObtPHpOAqPIIihzD+QfdMQkICCQkJF9z3r0JCQjyfvfYYw+55CzXr778PjWjE/zX8RyQ1LgSHw9FAYKgRjfhPwV+1jqqqyp2Pv8LuUDai3sL8ta8y941HiI+Pp7y8ghufnI4zoz+1x7fz5S/3MLxXO1546HbsdjutUiycKi/FEJuKHPIjBzyEgiFGDx/M6gUnonNoLXH4Tm1GZ43HVm/QxDTvTtG6r0iLj6Gy9gwFK2charQo4RCipCG175WolScY0/ds4LrUEaQibzkJHYdStuNnzOnt0FniEPRG4ttFKidMSdlUHliNu+gYGlPEAanYu5zk7qOQUltQtuNHzq1tPnCqhKWr1vHANRfxj1fnUF2WhyNvH0o4hD4micr9KxnaLA2r5iibdx/BHBNHXmETQqEQnTu258MO7bj78Rf4dtNRYjsMi46rMZgxJmTiKTuFu/gYYU8dL98ynOuunkBpaRnzf/yJL3fUosvqjB6Q47OpPb4Vgz0ZrcmGxmChop5K2JbWlKqSY7gLD6GEAqQmxvLK4/dd8Hnq/ZW4S05gSWuJs+AQOkscrnCQN556gAdffI86uTX6unKK13+DhiB3jxvMloMrOXSmBnvn0dzz6WruHVbAdVdeRtdOHfjq+TieefVdRI2GQb0btrNOunY8Q/vkc/x0Lr26vU1sbCx1dXVMnPwGdekDAIHKvSsINe3M3U+8wsYt29E07UtC00iFn7+mlIq9vyIZLBRv+QFTfDoaow1nUjdKyyto1bwp4U69qDuxDUHSIOpNFG34GkNcBiGvA191UZTezJG/j+wRd6CzRn6ny3cvpS53H56ykxgTsqKGoSBKbNp7HF1mJ4z1DoSc0ok3Pvma6anJZGdFqp+GTZjAtpgYVqxcSW55OU8sX0lCfbdMyYkTHHjsUbQuN0pxSdTpdWg0FB88yCWcNUw7aHUs0mn5R+/eDe6dVqulSZMm3PHNXBY8/Qw6j4eEgQMZc/P5RrBfp+dAMIBOELnVbGGW28Vt9U5kqhzmPZuVpiYT3owMrj8nMDb/iSe59sDByPrcHr549DHSA0FG1NZSCczYuZP7P/30gu/RhdC+Z0/arzir9bBo5kwqISrifVpRsdffi4VeD20kDZ+5XXh1WoreeYc7pk1rkBS76Npr+b6ykhNr1xLU6xn51FMYjUYCXbvi/HU5NlHkqFZL8tAhf3uNfxdOk5F9wSCddTryw2FcikxNTU0DxzTgcmE+x8mICYdx1tT8S+bXaDTc89GH/9Q5hRs3cXEokgASBYEmp3OjFDb/r+jRvQdbDx+J0podDQVpN+L8VvlGNKIR/z34K/8iEAgQCASin51O5x8e24hG/HdACjeslhZ/9/k3hEIhVi1ahCAIDBszpsH/+9raWr577jlO79iBORCgKBwmpKpIzZrRZexYnIt+5DeaJXM9vZBbECgyGSEQxKsq5IZCdBV0hCUtiqpGba86ReEDt4vJ9QHsr7weShUFr6IgCgKF4TDfCjBBVSkIh7nKbMGtKMz1ebneFAkcmkIhBFFCK4qEUQmqCl953NhFiWpFpo3m7LVka7V00enY5PezLhykZ0ISP7RuxYTXX0Oj0dAxO5vY4lJiRZFKWUGSVQRAjo0lqKoR2iqg1OMhy2DgeWcdFkHEIIAWAYcg8FEwgEFRiK2pIaCoFKshmmg0lGt16C6/nCMLfsAqCNGxMhSVHJORm84U8NjYcfhPnED1+XikPonSU6vlW4+bap0esbiYBX36UdMkh5u/mE1ScjIAWr2eATYbxkCAn3w+LIJAqRxmvMlMGFjo83KdyYysqvhVFUP93GGIasV5VJWYc3TWwkCsKCKVlHIoJZlTBYWAQjgtnS4OB+n1SY5xJhPTJZGu777Dq6++QYLbRSA9ncnvvA1A3unT2OPjefyL2dhsNu5WFO7r0JEOJSWMMZmj83Xw1PDez/PZsmIFic+/ALISfadcisLpYJCStXPQJ2VjrytDa0/GkhHRFknpcSlF67+OCE4XHUUJBaMJDUUOI8kNlZMDtaXIXS7hhsfe4ofpz0SL/tq0asGnrz7GkHvfPfudkTQIusg6+/fpSf8+Z4tj6nwyAUcF7uJjoIJWb+TOsQP+sOjo4uFDeKK4lE9/mI/HHwBjQrTIS197jFc+PUx+5WxsWpmHbrwcq0YGfWRuta6Qy0cNZsiAPpSWlpKefjcGg4EJD7xEOCxHi3vkgJfDhw5R0PcmBEFk55z1vGPQ0bNblwuu6VwcOHSED5fsg7SOpP3m7xUfZsqIJqzdu4+AItK/dxad27dh8msfowZ9yIEKEus1JzXFu3jt5j707tnjvMSOJEnMfvs5jh8/jl6vb1AsFRMTw7M3juDjhWsJKQJ9W6dw9djR563vVG4+QVMyv/EfiJZE8opymTgmk2S5nDohci9jUjIZaCtj1e6lGFI6YvGXccvo84uaQqEQJb6zOpUaSzzHiv6ecLZer4/qD54Li8WCXfDy2397Oegj7HORXbudfzz33B+Ot2vfAT5bsBJVhRsuHUi/3j3+1jr+GZhMJga3jGFVWTGCNRlT2S4mPTDhXz5PIxrxvxn/kUmN06dPM2PGDKZNm/anxzU6Ho34T8Shw0fY6YxBnxyhJKlNG8AHX8zn2cl38cX8xTgz+uM4tRtjfDrG1n3YKsvc/uSbzP/gJaY+8RBbJtxGQa4VRAnF7+XnbSfo1rE1nTVn2F8hI5rttLZ4eWvKrQy/67UGcytymFpjFqm9I8mAmuPb0McmYy3ciH//QiRLLIdPegiFQmi1WuqKT5Pc/Sp8lQUYYpKxN+mMM/8AkuZsZbQgSoiSBlFnpHL/KtRwAH1cOtb0ekE8g5WAowK9PQlPWS7VtbVMfvsbfpg2mbbZSZwx9KNs248kdrkYU2JEDO3QsWW01xqg4zh8Gh2/1noIvvEBUx+5iwl3PcGJQDz6xBzKd/5Ek9H3IQgi1Uc3IXqriOt1Faoik1S2gfFjLuPdD2cyc/FGwvEt0Vnjo8KEktYA6tlWXTnoxy5quP+5tygtKUXGQEKHSAV/P93JP6zOzshpxs71e/CUnMSS0QZjQktSXTsAEFEJOCqoO7WLuHYDCFQVYrXHojHHkdAnYkyqxrYs2LCT6668DIB3PvuWw8ZuSOZYHv1yE7eeOMnekyWEEbm0fycuu3gYTZrkROePiYlhzisPcsXtj1HsFSNaHI5K9tT6KHf4yEo8WzVjiEsl5KxAY4knrffYaHeHqqq8+eFsHr79Om57bS6JXUehMZhRVZWidV9FkhS1JVTu+pnYpHSCPg8+l5PkbnHR832VBZhTmpM+4DrKd/1MyO9Ga7CghIN4BROyoxpjxm/vYYhthwsYfs9bZMdKfPDMPbRq0YzeI0bQe8QIFn32GboVq8gLh1nm8xIviqS9NY24Fi14U6dljNdHviSS+eADZHfpwqFvv6O9P+L8bFJVuj3/HClpaRQWFpKSktLA0U9OTeXuz2Zd+MtJxFiuqqygjSDiU1VeCofIMJ+t3jGJEt3vvJOJDz5w3rl1x45FnX4AobiE4aIIgkAiYN2wAbfb3UCk80I4k5vLsjffRJRlut94I13qRabH3HYb7+/ahXn9BoIaDZarJ1JrMLKspoaiXTvZsXUrF2n1uGQFvvqa2aLEHe++02DsCQ88AA80XPu9Mz9l3uuvEywtJat/fy77HW3VH6GyspLd69bRpE0bWv2F0HXL3r3xHjzMQm/keWblZJ/Xrn3RzTcz/6efubK4hBCwpkM7HvqdRsa/E5qUZNyKEukcAcrjYv/LxRbXPvM0r65by6f5BWhFkeoO7XnnvgsnTBvRiEb8a/F3/ItXX32VF1544d+4qkY04iwEQUB/8cWc+fZbsmSFDXYrba+95rzjgsEgb4+/kot27gJg2tdzmfzD92i12gjl2jXX0GvPXuIVhb56A+j0FCoKp2+6kb4DBzKtdWs6HT2GJAisCwY4bDRQZLMRr9PyjMdD+7CMXhS50mTGoSp86fVgFwROh8OkiiJBNRJ0F4BLDUa+DvhZE/CjANeazMzr34/7Vq5iutWGsf5/qAgcDIVIlySKgiE+jLfyqNfHaIORZ+w2bnE4aSeK+FWVbz3u6LWeCgVJlzQMMhi4QjUx0+Wg/YjhZDVvDkA4OYWicBgZouLldStXsfu+e/ihd0+sJ05SUFfLIBU6aLVcE5fAN/UdqlebTNQoChWKzNp167jSYmWeKPCIyYYgCKw9coTazp0RP/2Umsceh5rayJyqSjAmhmkTruIfu/dgFAQ+URSoTxpARIMiprqKdnW1ZGm0KPsPMP+JJ7j380h3b8uWLVl56Wja/PwLt0oS3+dkkeZ0YXVE4hkJsbHM6dULR0UFb+bl0i4YwpuTw6slxUwSRGoUhVWBAJ10Kgoq2wNB+uj1eGSZ3IMHeMrtRbLZ2KnRYJ76Ipvub2j7ycCi7UcpNGVzZeUeDMdP8s6k2+g0YADixx+T5fEyq0kO47/+iuzmzXln7x4e79oNtaYWQRAIqSqGinLmXn0NXR6ZzA6rjUtqI/tOyQrfJLfE3aInSnVxJAAtCHCOL1V1aB2pfa5Ea7Ihh/yUbVtI/q8fYYhLRw56SLIakU6swGFIxVVyEiUcou7Edqr8LpatWM34MZdFx8rKyiJRdKDIYURJQ6CunPEDOl3wO9Y0ycrSvYdJ7HQRqqpSs/17Lh56vmD0ubjjpmu546ZrAXj74y/ZeHQ3GhQ8op/DJQHi2vTDG/TzwoffMmXSVXy/fhsyAsM7ZTL64ojP3axZs7P3XhWJazuAyj3LEHUGpLoC9C0HRQP1ckonlqzd9reSGoePncQbkoltepbGVp/WltKqIma99hgQ8dMuveNpqtMGUuVbS3zbs9cbTOrA4RO59K/vwPD5fDzz1sdUuGUyYvW8MPlOWrdufcG5hw3sy7CBff90faWVNThP7iCxx+WRayvez/BRQ9HpdLz76C289fkPkcRLtxz+cePtbNuxk5lzF5KeksTYUcPPG0+r1WLXhKit/6yEAiTYtOcd989AFEWemXQFb875BY8sEaM6ePGhcQwfMqiBD3kuiopLeOT9RfjTI0V0hz9bwWcJ8bRs3vSCx/9X8PT9kzjzyAtU5e9l4iUD6Nih7V+f1IhG/B+CoKrnRO3+zXj++ef/0jHYuXMn3c+haSgpKWHQoEEMGjSIWbP+OPD0Z+M7HI7/J267RjTi34EDBw9x0wfr0SdHjHFVVRhlz+e5yXcx/dMv+SovhtrjW6IBdQChaBerpj+I2RwJNA+9chJFYhr2Jp3RGK1Ub/qKNs0yKfQZ0PiqeOXeiYwY3J8Bl99AVVwnbJltqT2xHUfeXiypLdGYbMS27IWqyNiOfMMZj4HYXpGsf8BZSVLpBvr06MKyFWsItBwVpauKrFelYMWnZAy+Ho3eTPWRjXjL87E17Uzt0Y3gd5DQYyyW+qSGHA5xeuFr6KzxmFKaktRlJP66CjJqtnLHdeN5/YetFBeXkdLzrHHqKTpKrLeAYMuztBHy4SXoJCjxQEKHYUg6A7XHt+EqPIwqB+naNImXn7ifeb+sQyfB5H/cwDPTPmFDdRxaazyV+1eihAKk9B6LKGkRCrai9ZZS6jfhKDyCIAfISE9H6nYNoqRFDvnx7V7AkF4deOOJey8oUObz+Zg59wfmHFFxFBxFUWT0zkJ2LJ6JxWKh4EwhF936BDF9r48GxQ2Fm4izGCiJPfu7l1a7i4XTn0KWZQbf/hKhzIiBJAf9eA4uxdo10vIsVhzltRv6XlB75bKb7uOUko69aRf81cVUbv8Bc9MeBBwVpPYaA0Dd8S201pSwuySEKakJsa0i8zjy9iEIIl1jXJwuqUZte3l0XMf+Zdjj4tGpIW4Y1pEbJ1zGkLveIP/kEZK6XIwhNhV36SmUcDCq1aKEg5xc+Dr2pl0RJYmE9kOoO7UTnQSqMY7aY1tIG3A1GkMkuJ9Zs5XvZzzf4L4+2qs3PYqKqFCUqA6CrKq8abfSf/Jk+l58MZmZkS6PxR9/TOnin1A0GjrddScmq5X1j0whs7yc/PR0Rn3wPm06d77At/F8zJsxgy6vvBYNZJ9QVbaNuZyYDRsxBYNU9+7NA7M/RzrHcf0ND7ZoyQSnixyNBp+i8HIoyFTdWa2Hn2Ps3Lx715/SJTmdTmZdNJKrzpxBEARWxsbS59u5tKoX+4aIZodGo2lQbTT3tdfo/t6M6LpX+X1UdO7ElNWr/3CufVu2sHvuXGStlrFPPtlA++GvcHj3btbdfgf9Sko5bTbBA/cz/v77//B4l8vFY92706KmlhpJos1jj3HtQw+ed1xRfj4rZ85E0OkY//DD/1IKrH8WoVCI9yfdhmHffgIWM10efZRBY674L4/rcrnYuHQpsUlJ9B48+J+iJGtEI/7dcDqd2O32/1W29X+nf3GhgqnMzMz/VdffiP/7+HXePMpOnqTHqFG063Y+d/qizz+nxVPPEFv/P79alsl/43Uuv/EGysrKWN+3HzidtNBoST7HXln5j9u5+dlnOVNQwPQbbiBcU4MgyxgqK7lXH7FzqxSFzX4/J8MhrjeZSamv3j4YDHAkFCI3HCYoCIwxW/CFwxQoMoWhEFZBoFJRqLLb6KyA4PVwg9kSLfY4Ew7zg9dDW62OiwwG3gsFCWg1OBWVbgmJ5Nqs5BQVoXW72BkIki5JaIhQR91iidgCPkVhZcCP0KULN/y0mB8/+YRda9ZyYvUqHrTYol2QACuuu4Zb3ngDWZb57IorGL33rAjyQq8XgHhRxKuqZGskVvv9dNRqSZQk2mrPjvOtx43Svj09Hp3CvremYaypwdW8Gd3vvhvhxpvJEAQW+32cCYe43GSmtUZLaTjMh24XvfQGXIpMM42Wnno9S/v05vYfvo+Oraoq2zdswFFdzYCRI9mzdi0HZ85CUBR0vXuxYd53aPPyGK7T0V6rY/nQwdz+ySe8ee+9iF4f7r17ucbtYU8wQKksI8XEovTpTevt2+kbDEXnWT7mCopqa0j8dQWtNRq2hYIoV03g+xKJqTt/oqtUrx2nKMzWSjwmq9H1/XLpaO789BNee/8z1uw/Q/mxI/Q6vo2mQTdjjSa+93roY7ZglmW+9Pvw2FM4HJuO5oopCIKAr6aEQE0JMc27U7d1AaaWfdDGJlO7ezFxPc52pFcdXIPGaMUQn0nY68BfU4zZXYhP0BMUjVE/VJHDtHFu4cvpLzf4TjidTp58/UNqfTLdWmbw0D9ubGBfHTl2gvlLVrNv/wFKc66I7gt56sipWMuwgX0Z1Lcn7dpeOID/GxRFYePmLQSDYZ5853OEjlciaiP2uLfsNO9MbMvGPUcJyQrXXjacdm1bnTfGh7O/Zc4eJ8TloNae4fImIX487EZKjyRiZL+Lm1r4uPe2v9bmLCg4w+AbJqOakxAlDfbmPdB4y3n/H0PpVZ8Uqa2t5ZIpn0B6F9zFxxFECXNqJA4hVxxnxq396N0j8jtz15Ovsltoj6jRIQe8dJUPkJyUgCiI3H/rxH+6uOeKe16kQMjAVXgYQZTI0LpZNz/SOb152w5OnM7noiEDSE9LZe+BQzww/UeC6T2QQ36aOXfwzfSp5xUWbt+1l1c+/xF3WCInRuT9Fyb/LSHxfyU+++o7Pj5iQNJFfDpVkbk6rYyH7rr1XzqPqqpMvOdp8mMjFM5UnuDpK9px6cVD//rkRjTifyn+Wd/if7RT49577+Xqv6j4zMnJif5dUlLCkCFD6NOnD5/+DYqOJ554gofP4aj8zfFoRCP+N6GysopXPpyDLywwpGtLrhozii7mBRzwxCHqLcSUbuGueyPv8T9uuppND79IhacOJRyM8n2aVW+0zVYQBPyiqUGVhScQpjxlEPp6A236vJWEggEevO1qduzay+fznsXUrCdNLrkHAHfJCdzFx5EEgfKiKrSZ3VEVGUUOUXt0M7oeY1hSHaawxk+sowKtOYbqIxuIbzswwrlvS6D2xHYEwF9VRHKPy6g7vpXsi+9CVWTO/Pohot6M1milfNcSUvqMJ1hXFk3UGGKScDliuHzkMLq0a8mAiffid1QiafVoDGbkmjySUiwU1V+fqipUesKk9LyCRDlE5d7lJHe/FJ0tnvh2g5jQPMyzj0YqkDp3iFSMnzlzhs2lEoa0yG9Cco/LqNj7K45t3zJ+RF+umjwBu8XE4JueJGvE7aiqStW+FaRK9aLcWgOt27TlvecnM33m1xRXO+jZvgUTLh+Jqqo88uLbbC3wgiKTHK6keXYmRklhZJ8BTJ3xBUadxJQ7b6R/9w4cPseornEHueWiLnyy/ihyQkvEqhOMGxoJWIuiiAaZ39wQb2UB2uweUcNbSWrDKx/MZs4vG0m0annuoTuiAXKTPRF7bMR41celYUhsQlzrvjjPHKRo/VeoQS9vTb6Jq8c9T4fBY3A7rVTuW4GKijP/EM3HTOZU0R76t2/Ker8/aqS1TrPx9ZsPo9Pp0Gq1qKqKTQqgj0nBW56Hu+go/upi4tqeFXITJC32pl3xlJ7CntMBd8lJ7NkdaOHYzJp9B9Ba4qMJDYDaQENj1Wg00io1lb6VVaw9J7gkCQItyyqo/eADdJedTYJdceedhCZN4puXXuLYwoUc3L6DR6prEASB3vkFLJw6lTYLFlzo6wnAT59+StH336MKImVxsfQ753nZFIVuw4dT2bQprqIi+l922QUTGgCtYmM5WVPDnmAQBZUOvXryncPJwLw8Cg0G7Ndfd15Co7a2lqKiIpo1a4bJZGLX+vUMzM9HqJ9jRG0tKxcubJDUMJvN/B7BmppoQgMgRRQ5do4ez+9xdO9e9t1xJyNra1FUlc/37uX+X3/9207BxvemM6a8AiSJRH+AhXO+Qr3vvj8M0P/w2ms84HSj0+rQAvN++gkukNTIyMnhlpdfPm/7/wS0Wi0PzfkSRVH+Ukfjn4HVamXUxIn/svEa0Yj/v+G/07/4I3qKRjTi34mRf/F+K+Ew59YPawQBORyxHmNiYqiy2Rjs87PC7+OqerqgdXYbHYYNY9rVV+Nbt54Ev5+8UJCLjCa8ytmxEkSRGlHgIYuVF5wOhhgMqMD2QIDhBgMTzRaOhEIsCQcZL2rYGwpE9S/OhEJ8Uufg5phYqo0m5no9XGs0sdjv41Q4RJqkoZdeR5Wi0EZWGKmTmOt3M762lkKHg5npqfQ54cYkCJgEgQRRZHswyOFgELMoMsftYoLZzEFB4L3LLufqY8fpDXym1bE5EKCNVosgCGw2m+gwKkKFI0kSpj59KNi7n2ygMhzGpShY6qmyrq/vnm2j0TLL4yYItK2/uQ5FwSqKjMrNY+XWrTy0YT2yLCNJEvt376ZMFJnncTPWZCJGNLPc5+U7kwmvIvOSzY623nb4xuMhTa/H/Du9LUEQ6D1oEKqq8sM77+DYuxdN06a0vWQk+26ZxMuqSqHJzIcuJ9uDQeL37MVisfDil1/i9/v5uks3UiQ/o4wRe2/Z0CFc+8H7fNG7D1RH6Dt9ikLAaCRZSqSofVv2AyNvvpnhV13Fj5ffRjYKELE5EwUBguFox4kgCGhkme8XL2XhaQkxrS/GtL7ss6dw164FoKqYRZHWggAaDU9brEzQWQj1vQptvT1ojEvDU3ws8p6mNKdu9Sx0VjPGmLgG2mpK0I82Lg138TF0llgSOgxFDvmp3vAN+nOKbkRJg9Z6fmDdZrPx/suPR56bw8HA8bfjUI3YxQAvPnAjz81ZQzC9F9W+YqyuGnS2CP1p0FnJYSWLvYv3MHdXJQ9feobxl54v7A6RhMZtU6ayN5COKmpwVFWRdA5Vmqg38cx7XxDuMAFR0rDp7Xl8POVa2rRqQWVlJRu37aRty+bcfcs15GSsZc+h43Tt34pRI4ZgmTWX+Zu3Epb0dIwNcdctT503v8fj4f7n3+GMUyVGJzP1vuv59qcVxPe5JtphX7Xpa168ZyKd27elurqauLg47HY7dtWFA7Ckt6Jy/yqcBQeQ9GZMgUpSksZE5zjjkBETIvEHJRxk7ZESYo29QFXYPuUNvn/v6b/sOD8XMgKG+HQM8ekAJDn3APDa+5+x4EgAbKl8ufZT3r5vHN8vW08wPULhJGkNnAglk5ubS/P6rqzf0Kt7FxZ3/+sulv9OtG7RBLbugsRIB47qLKPVgJx/+TxVVVUUhCK/r5X7ViBIGl7+cC9DB/RuoLvaiEb8X8b/aFLjnxHQKS4uZsiQIXTr1o3Zs2f/rQBCo+PRiP/tkGWZSU9Nozx5AIIosXfVaXS6Vcx68xnmLfyJOqeDqydPiVY96PV6vnnvBdas38D0r36iVozDJAR5+LqLokbf3gOH8FYX49q7PMLDGQ4SdFZSfXANxqQcTMlNOHLsOE8vaQKSjpiiM1ibdCO2/VmefEtaSwpWzMSYmIlfMIG3lsr9Kwm5a4lt1QdH7h485flkDr8NSWcgHPBSvO5rgo5KjHHp6G2JUU0N57a5VGz5jvThtyMIAoKkIW3wTZRuno+9WVcQJWyZbamsLmpwb2ItkeBpZmYmV13cn69XLMaS0QZ/VRET+jbjrluu4/G3Z1PlFykvzCW+wygAREmLpDehyGGcBYcwWe1sOQp3P/U6bzxxT9TQUhQFhHODzwJCOMT1owfyzEP/AOCJF14lsc8ENIb6ILGkiRrYqqoQo1O445Fn2Se2R2NuyYZVZ6h1zMdmMrDBmYyUGVE3KK84yfP/H3tnHSBV1f//1713OrY7YZdcurtLEKVDQBATFVRU7G5QxMIuUAQp6S7p7lhqFzbY7um49/fHrLuugPio38fneX7z+mtn5pwz5547M/s55xPvsZ1webw88fUWvFHNkC0uTj7+OuNu6c7BBQfR126F21pKeXkZqelZfDypNzv2HaLT8J60bNbUN0NBYEyvpny59ShOXTih1ovYvBGAzzHjthRzwWaiVN0YucJJycuz+PTNpwEwGn4T/a/4dqgBCU0ISGhCY9dxbhs2CJfLhccYgTYwHFdFESqtgcDavvfXKnZefvwhnpo+m/RCNwFqmZcevQOj0UheXh65uXk0aFCf5+4azLQZn1NgU9DHNkR2OSlJ3YU2OBJRpaXgyDpC6rdH0vhKeOXuW4Yqez8FQUYMUckIooTHYUGlM6HIXmLNVx+EV5SUoBdFcrwe7LKMXhQ57HISKYnUz8nj8M8/03/kSADSUlOZcdttNLp0mVv1Bup7vax2uxhYucnT2uzX/Y4e2rEDZrzDILuvzVKvl49cDqboDLiBDY1SkJYvZ8DGzQQLAvvWrMU2fTrdhwwmNzubRU8+ibakBCElBVW3rqTk5BIryxzXafGOHEnX4cM5tGMHKbVq0aBRoxrvvXXxYs6//Cq1CgrYVLsWAz7/jOhatUjVaYmu1HLIB4IqheR/jxa33sqWZcvpabXhVRRWazQ89emn122/d8kS+pb4krdFQaBj6lmOHzhAu65dr9vn10iyXPNxZc3vzLQ0ljz6KLrCQly1k7jzk48xmUx4MzJqOF3MeXlVZe7+0/m1PVJQUIAoijW0QPz48fPv5f96f+HHz386A26/nfcWL2bEiVMowLImjXl0jK88jk6no8GTT7DpnZk4i4uZrlKR0q4dzSaM58CPCxmyfSdaSQVGEx9XlCMrsN/lpGdlUEO+ABVt27AyJ5fmEeHsDQ0lNi8PTUYGbbQ+WzNFrWavxYFTI9HyV1kNCWo1UZUH4qGSxACdnqmlxTweEMhQgxFZUXi9vIy6ajWj9NUHcqvsNqxemW5uJ620Oi56PNxRmZ0xQKfnqbISOmp1PB0YxPNWCw3r1GH48hVoK7/PtxtNrHfY+cpqIUer5ba3Z9O6e7eq8cc+8wxPrt9A/ImTqIFgUSBVpSLsV3olgiDgio7mVGgI+fkFmIuKKZa93G4wIgCK19f2l8CWfWvWsMluI9TjZbvDgUWB2wwGHHXroomORr2pOlNWo9dxYtK9SA4737zwIjc/+ECVtgbAghkzSP5wNrGV+hnvr17Nk4qCrCisd9h5LjDI59QpLuLi6dPUadQInU5HafNmWLf9jFEUOaLTUuumfhgMBpKnPc7SWe9hslkpaNwE57FjjD91GpUgcFSrxRAYhMlkYsitPfjw/CFe8NoRBYEl4WFENG5E/rbtRABbAwJofNto1h+7gBhQrafgSmrFT8dWUmy30piaNnyYYqXg4iEMEbUAsOVdQm0KRVEULAWXiRj2DIIgkLN3KexaiKTVgyBiik9BtWM+3sQmBDTu7ltrtQ59dB3shVlVpaUcxdlcyj9LWVkZgYGBV303Kioq6DJoPOo2YzEYAnEpMnc/N4vwHvcCENKwM7k7fsAQWRsvAl6nlfCmvSk8sQVvZGN+3Hzouk6N9Zu3cdSTiDa0Ui2y7UhK9iwguMNoZI+L0IL9FES3xyD5juCcse1ZtHoz/W02ps3+iYrABqhWreTOTvHcN34kA/pU780fvnss946143Q6CQoKuuq9v1u4nE8WrCafEEIbdaVClHj2/e8ICgyo2scKgkB0rTrIskKfSa/jlIzU0pbzzdvP8vrkkUz/ZjnlToX88hyiOo1BECVclhLGPPISrZo15ZZurQhUyxRW7oXL0g4T2qoyq0WQyA9pxeoNWxk19Jar5vcLFosFSZKqgqR6NU1kwelMhKB4KE7jpg718Hq9rD6cgRTvK13liG3Pl4s3EBFkQLa4ESsDDFUeW9W+PiMzi1dnf4/NK9KsdhjT7p/4j2Y6d2rflmEHT7Dm8C4URHo1imRAX1/w5rpNP7Pj8CniI4K5b8LovzRPs9mM1mMh6/hmwpr0RFRr8XpcPP7aB3z8xlN/1+X48fMfzX+FpsaVK1fo3r07CQkJvPPOOxQUFFS9FhUV9Q/OzI+fv0Zubi5XCEMlVka8hCWz40gqQ27uw5jhg6/ZR6VS0bdXT/r26onL5UJdGXUEsP/QUR77dA1Kg/6IuemENupC7v4VJN06FVFSU3p+P/nZZwls1AdBY8RZfIXLzgBMSXWouHyCkIadACi7dIyQlC4Un9lBRIt+VYZn4antlF08RGijblRknql2aPz8PfG97kBUacjbtxRTRCKKosCVI0iGIAxBtfE4LKgrhcI91hK8bjtuSwlqQyC2vDSMsfXJP7IeY2QSQZ58Jo2rrpNZ4VKI73VX1XWm5u6mTlItFn/kKy8x6ZnpHJGqy9CoLTnIRxcSICjI5nqUJjTioNfNE2/O5uPXffVDExMTaR1s4bClGEEfgPPkap4e3Yl7JoytGqes3IKiUnCVF4IgEJjUEs+h+YTG1UHjKuW8RyBfCcZRupuAWs3Qhyaw89QJGsUGIBoTqsZRTBGkXc7iyLkMvFG+1GFRpeGiN4qmDeoQ6F7FleObETU6ItsO4kzOEZo3a0zzZlfrENwzdjjN6h3gzdlz0UdFovJYyMjciQcVtuzzhLbzzV9Ua0nLrU4tv294bya+Nhddcjvs+ZdwWktxZJ9GHZ6EofAEE+/qB/gOeBxuGW3lHGWvB1tuOqrg3XSqbWLbzj3MfO6RGoL3n3+3iK+3XcChCSLGvYCvXnuYPUs/5/57J3Nm82eUSzqE6Lqkr/qAoDqtCarXDrUhEMXrpjh1F4FJLdGHJ1BUVoj3zA6i2t5K4YmtIAhois/z/vJvrloHuUlj9lxMY4zByIzyMhJUKhqpNXTS6tit19OsUsMh9dgxfp4wgecLiijX6fnWauEuo4m9Ll/qfJYoouvQ/qrxf+Hkrl30stl8tX6BfoLAatlXK7pcFGh4+zgK336H4MrX21ltrF2+nO5DBvP9vfcy+sgxBEGg5MhRDt59F3kvvcip8+ep26UznW/2RQn2uPlq4TyAEx98yLDiYpAkGmVksvzNt3jgh3kcueduVv4wH7XXi61bNybfeeNU5uadO+P85GPWL1mKR6PhmaeeZOv8+ZTn59N7/HiSGzas0V4fFkapohBUeV25egMtY2OvO76iKOzcuBFbeTldb76ZlDG3sf3wIbqWVXBZEtHe1A9BEFj00MOMPHzEdziQdom5j0/jgU8/QVuvHsWbtxIiCCiKQnlcLGq1mr0bN3Jy/gK8Kol+jz9OrXr1bnit/wSKojD7gQcI2rARWRCw3zKQ+2bNunHHf2H8M6dPI6lU1KtXz1+Syo+fvwH//sLP/yp6vZ6Hly1j+VdfATD17rtrZIL2uu02eowahcPhqBHNe+rrr6uyugFCRJFC2Ut7rZbp5aUER0aRMGI4b73xBr9UsL58/jyfDB1GuCjxrdXCTTo9UZKEU1HY63KiFwTaVcYYZno8qATY43TQQaujVJYJEyUSVGoOu5xkeb1EihK1RQlBECj0eiiQvQw3GPneauEmQUIEYqTqIwxRFGmv1TPYYKBClmkkSbgUBRdgBA66nJx3u8nxeumj05Pz1FN0G+Qro2qxWDBW6qIlN2xIy7PnQIBoUcKqkigrL6fY6yVEktghy/R+9RV6jhiBy+XinQkTGPjzDhRgUVwMIx54oGpOM6dMIWHBj8wyGCnUelnnsNNTp2OLw8G5o0eIqVWLM2o1Dd1uHIqCvX17bJs3M+bcBURgzqaN3LlyZVWAhOXQYWIr11snCMRYrSiKwiWvh0ZqNQWyjCQIjFdrmTfjbTpOGE+bTp14aM63LJg+HU9BIXJYGJZPPuX8jHdwNWvCfbt34fF4sFgsbO/YCVXlfW/udLJu0yZ6DBvKM4/cx9EurfnuvfcJCwpi4AP3k9SgAcu/+ooffpiPJiODM1Mewtu1J2gUCElCzjpNo51zCUppgO1yBva8XNI8bvK9Xva53bQOCiL+yApyCi9RqjFgzb9Ecvc+pO2bT0ijfoiV91ZjDiWsSU/y9ixBnX4Ea95FAqISiFaV45W9CJV7Z9njRqUzk7ZiFuaERqiNQZTXHcSk59+lX8fmnE7LJjkunLvHDmfGB5+ydF86cp3elJ7bhzG6LobI2ijGsCqniCAIRCY3IlopIDusAyqdCWdZAfaCDApPbMFuu4LH47lKNBvAZrcj/EpXUhMQztC+rdBoM9FpNfQYNYk7Z2+pet3rsmM26Ph80XocsR182VWmYBZu381946/9vb5WxvSHX33Pd8fdiE2GEWgrp+DoBiJa9qfYKdI4RM+xQisqrS9TI0Ry8MXaw7gSOiEA6R4Xb83+hlemPciiFs0oLi6m/7TPEEQJ2eOi+PQOItuM4IAicmjhfh7u04LFW/ZQ6BAJd2fjdlhRVQq44ygjNDjyqvmBz4599KWZ7M10ICgeBraI5ZmH7mHqfeNJXreJ42cu0r5HE3p374zH4/m1rKWvP/D4fbdz9NHXuSQlonZXMLhpKFFRUSiKwuTXPvEFiQoC5y4UYJ7zI/ff8cc0AK/H4SPHKCouoXPHdn+qfNVTk+9i2m+cnfOXruKDzZdRwurgPVXKuZdn8u5Lj//pOep0Ou4Z0JpXvl1bVeZMVGnIKpZv0NOPn/8d/iucGhs2bODChQtcuHCBuN9EpP6DkiB+/PxlgoODMXgqcFU+9rrsKLKVx159H4B7Rw+kft3k6/b/9cEywKL1O3DHtMKdfgxzQiNKzu/HFFO/KqIhqG5bMtd+iN0UgpzrwBhdF0FSUXhwJfrYhuQfXofbVoa96AoJPW5H0hrRhVZ/52SnjegOwwAIa9ydwuObcZYVENasb1UprMh2Q7mw7B1CL+6mTlwohY1HYQDyDqzEGFsfxeOi5OxezHEphDfzOS6Kz+7BXZpLcpiO2zoHMXzw7ZSWlTPtdd865JfZEUKrN1k2r8jp02ew2e00b9aU1x+7m8kvf0COTUR0lPLgxIGMHTWcwQ+/RX6IL/pdlNTklFb/gxcEgU/efIYff1pJQVEho6a8RGRkTc0AtSmErLVzCK7bDsXroSz9CF1a1OO796Zx+xMzKAxuRyAQCOQfXosuJBat4GVQv56sfvtHXDGtURSFwOIT9O72CGcvZSFXVJcN03otBAQEEB8dictcnXJulK5viCiKwqufLyU/4WZfJk5pNvf3CWT8iEHc/9zbHP9VRFSApvr3sV3rlgQYFlCWfwltUBSBSS0Jy9zA4IbR9Ok+gcSEeDb9vIt5a3biqShAF1Wn6v5YAw4T4slkXUECa9fm8tVPLzFv1vOkX87k3W+WsjP1CkHNb0YHFCm1ePOT74gJMXFQ3wpb52SUrNNEdxiGvTCLwuObcFtKcJbmojIGIQgS+koBeE1gGIIkIYgSQXVak394HeqIBox47B2emjAAoawIj8dDj4EDmTJrFq8ePEhORibDDUZ+MujRGY2ckyTq3nsPtevWZf6sWRxatJipBUW+9RBFmqg1ZHk8pOr1rB88iJAmjbn9Pl9mjtvt5uLFi4SEhBBRmcrerHt3Dn79DW2svvrKe51O2mm1JKp8WTubsrNx/iojUFEUPBoNiqJgzMyqOnwOFkQ8589zyyuvXPfe/hZ1pbh51WOX75dizLPP4njsMTwezx9K8c5MT2fLvHkYQ8OY8OEHiKLIC7feirR9B3GSiq+++JL2787k1vHVO6gRU6Yw6+BBYvbsxabRYBg3toaI4a9RFIX37rqL1us2ECHLzPrkUx5avozAuXPZuHYtUXXrcldlqQx9fn7VmmgEAVVuru+annmGby0WvMdP4AwMYPQbb3Dy4EEuPvwI/cvKURSFRcePc9eGDf+RdevXLVxIm5WriKv8yp1bvISdN91E5379/vLYXq+XWeMn0HDbNmRBYN1N/Xjoiy/8jg0/fv4i/v2Fn/9lDAYDt02Zct3XRVG8qjyJrnFj8rfvJAKfTlm618PTAUEAdNfpWdasGXe9+SZA1f+gHx54kIdLy8BkQlEUvrJYiFNJFCoKjSQVDdQq5lutaAWB/S4H00wBfG+zkuOVOeh0YBJFltqs1Fer6a/Ts8RmZZndRqbsZZ3TwU0aHctsVrI8XvY6nXiBk24XfWUdJlHkosfDZY+bPU4np90ubjcYWSDAxwYdbUtKMQoitxlNuCuzQO5o0ZwrmZl8f+ddhGdmUBwWRq/p0ymxVHDa60WUZT72WDHGxvGkx8s6hwOHopAbFcErQ4dSWFhISEgIT82bx8q5c6koKGTMuLFERkdXrWPxuvWM1vhswzBJwiCIRAkibztsJKvUqA8dxPXyi6zbtYssh5PLBfn0PnEClc53P0ZcymDtN98y7vHHAHAFBuJVFKTKNRfi4/m2rIzgnBxKZBmNILDb6aS5Wk3ZihWI69Yzq2ljHly6lPHPP4/X6+WDjh0ZmXUFAMuVK/z45ptMePllJEmi0GwGp89WtisKYmh1+abmrVoRPWM6i556ms3PPsueli2p3aYNuqNHaSqKmAWRjT/OozwsDmdME8yKQpzbw6iTp9jt9WBSqTnrdmNTFB42maG0lJPIODKP0lqjpUSWSe/RjMWHL5Bq9H3WZK8H2eWzgV32CkIHP1F1cC5c2Iru7CqKDLVxVBSj1psJb9qLvMMqIlv2r5r34TPpXJCSkALqsvVoIV8uGE8hwUS2uQUTYIqtR/6R9egjEnGU5OI6MA8luTsqdwW3pgQxpO8tTHt/PjneQIrOHyKuxwRQZKy5F3jurfd467mrD6Jv7tuLuateJkfXEUGUCL6ygymPPUlwcHBVm4H1drL6zDG8Kh0NNQU8eOfzTHrxgxrjeBWhRumtG7H/bA5ikC+rXm0IQFRrUWQvMUZ47uF7sLz5IRcKHJhVXibfM4wpn2/jl1oFokpDud3DvoOH2bHvMJ3btKB9rMSuikKctnLM8Y2qBMrliMYcv3CRRZVBhV6vl7unvcaxvFCQPXSKdNKr+7VF1ectWsZOSyxSfAgK8NOZc/Q7fJRWLZtz6029ufWm6mBGlUpFz5QI1mZlIwZGo809wu139cVkMrFo9iucPHWakOAgEhMTAV+J+XyvqWq9JHM4J9PP/KG1ux5Pv/kB6y+LKFozMT+s4/t3at7HP8pvSxJvPHgWJcwXeCcZgjiclfov3etrcfuIW9m45yhnq6pJKASp/U4NP///8F/h1Ljjjju44447/ulp+PHzt2MwGJg8qB2fLt+JAw21dHYO20SciS1QFIUjb37LvDcmEx117aiH36IWfUJU+vB4cvYsJbhuW1yWoqrXZY8LXUxDrLkXiOs2DgBdaCx5FQWEN+sD+DbyefuXU3RmFwgCJam7CG3kS9F2VRRWjaUPT6gUAU/HnFBdNkd2OzFG10E2hXAk7TghARcxxdQjsu0gio9vBK0ZyRCIq6KQvAMrQRQJrtuOouIrXCGM0xezfGW5XvqUijhfxEXF+XnoxXhUwbF4nTYsuRcZ+95GFJWOeizhu1kv8N27z9Nj+F1cdpp4af5u1u85SbBaxZlT21G8bmSvmyCzi18jiiK3Dbu2sG9hYSHLV6/DENkQSaPHnNAIbUgMJ0rz6Df2QUyRtWu09zgslO+aQ7/Jt3Hw6HGmDW3Nhn1nEEWFB566g9DQUB6fNIETj7/ORW84Wo+V0e0TCQsL49l7RnDPc++QV2ojJjSAZ19+5Lr3uLCwkDwluEpYUQqK5di5VFQqFa88cicPvTqbK1YBW3EOmsQIvlu0gttH+CLSQsw6iGpZeZ9lEqIjuXu877D55OlUXpq3E090c/SxpQTWalZ9r+Mbc2x/GtFJvkOfLEN7PvxiLhuPZ1Ea3hpZZ6tqKwgia/eeQhNaC0tRDrLbSWSbgQiCgC44EtnjJKRxd9RleWguHuZS1hlo3qeqv+L1UHB0A7a8SyT0vRtBECmXvcy+exJPlhciAe989RWPLV3KExs3svK999h7/gLyuXOUZWYhedzsevsdtnz5NZPz88l32PHqDVUbwRJZZq/TQcMxt3Hn7I+q3re4uJjPR46k6elU9ppMBEx+gKEPPUTz9u258swzrPzxR5xuN1fSL9Gr0tmwMSyErkOHciYigo0z3yWutJSjdesy+llf6rw9MrJGzWLldzIdroXQqSN5ixYTqcAprYbIftXp7r8nJv5r0lJTWTNmHINzcylVFN7btZOhr76Ke+cu7jNWbwDefebZGk4NSZJ47LvvKCwsRKfT/a4g97FDh0hZt54kQQRJ4rYzqSx5730mPPcsjX9TH9qWEI83KxtJELDIMiTVrnq/u6ZPr9F285w59Ckr962FINAx/TJH9uyh2190FOxavZpD78xEbbOhtG3DpPff/8slZ4qyskiRlaqMnhiPl1OZmX9pzF9Y9f339Nm6jTBBAAWC16zj5zVr6H6dDB8/fvz8Mfz7Cz//K3g8HpZ+9jm24mL6jL+d2MrDvn+VMU8/zfceD9YjRzh04CBJYs0DObXbdVUf64mTUFkqUhAE7IrCcruNXk89RcbCRQwpKSVFrcGrKKSJ8LnVwlijCRmFvU47BqDYK9PI4Av4GW00USCX00enRwCGGYxsdNiZqNWSUKlPEC9JPG+x0LR9O9JOnSRZEEhUSbTXmFhgt6HduYsn7U4+93h4wOw7DFcLAn20OrIzMjj81deMOXXaZwNVWPnq4UdokZlBoCiy2eWkl1rDlfwC1ilylR7FbHMA73fuQlRBAVmxsYz4/DMGXef3w6aSahxUulBY53CQrFIxzmjiy5xcgi9fZv+mzbQoLaWvWsN2r8x3lgpuN5mxoKAPrA7gGP3Wm3ydm0tAWhrWkBD6vvEGIQnxfDN0GPfk5gHQSqPlzfIyJpvMmEWRUafOsGTmTO546SVKS0uJqLRHAUyiiCcnB/BF/9d74gmWzJyJ2WaloHFjHnruuRrXM2finYw5fgIZeOXYRWZsOoEqsgFKaTYTBQ8mQWBt/R6Et/bZJVsKLlFrxXRuleA1vYpwl4tbvUqVs7ixRstSm43WGtgRFcmQ3r0oVWv5+dtVCJKEvSiLiJYDKL98EkX2VmcCAFn5BYQmNUeSdHgKshAlNY6SHDzWMmRvdWkiQWNACvBl3EnmMPJVEUiqmsGAblsZmZu+JrRpX1TmYDpoLvLQnaMJDQ1lxqff0yA2hDtSEpjpKMbrtFFwdAPm+BRWnCgh7pv5TJ54W43xdDod8997nk++XeA78J/6xFUH4S8//gD3Zmdjs9lITk5GFEWG9mhJ6k9HkCMaI5fn0q1hxO8ecq/d9DMb9x7HpBV56sGJaEVvjc+b2llCC+8J3nhxCmq1mpkvVGvMKopC4jfLyKjMTKHgHGKolUe+3oEcVp8lc3ZzX5c6dNCoOHM2nzXnrIAvqMnjsPLj+pU8NGE4kZERSJLE1zNfIDXVtw+tU6fOdeedlVtQo4qBbIwgPTOLVi2bX7P9K9MepM26jVxIz+Tm8aOpVyfJd21qNS2aN6vR1mw2E4CV8srHXqeNqKg/LwyemZnJxotONLE+R1FhQDjvfzWflx5/4AY9b4wKb43HGsH7twQpzXhyEo++8Qn5doFwvcwbT9z7l8f04+e/hf8Kp4YfP//LjBzUnxG33oTL5eLL7xcyJz0YEd/GwBLVhuXrNjHpjrE3HAdg2n3jOPHEDE5klhDZZiC6oCiKU3dTdHoHKkMAZRcOEtdtHEWnt9fo55UVik5tJ6RhJwRRIlTjpllKfQyKlRV7zpJVmInHaUP2uCk5f4Dgum2wF2Xh9biQdEbK0o6gyF4krZGCo+uJ6TwKSaPHmnMBV3kBBQUZuKylGGQbbpcDt6WIWjfdjyCIKLKXzG1ziet2O6KkYsmuBTSut5HS8FZVqdCmtqOpU7CZELECmVJ2R7dGG10fgHRXJJ988wP7j56iIqEnkcFROEpy2XXxIDenBGEMj0cX4Ts4Lc86QF5eHpGRv+8kkmWZ1rfeRUS/hxBVGkrTj1J++QTGqGTyDq7EFZVMdPYFvMa6SIYgHKX5aMxhmBsOYtrsJYS2ugVj8QFendiXrh3bVo1rMBj44f2XmPbSDDJLXZxOzyY3L5/t+4/gjWpKaKNkPPmnOXMxnZSG1y6zExQUhEku5xc3gtdpIyLKd8AdHRXJotmvMGHqi5yOuZk0tY6PdmTidC5iwqjBmHBw4dByPE4HtcP0vPjei4BPMG/6h5/jjuqLABiikik5v5+Q+h18r6cfw2Urr5qDIKk4cOQY567IGByncZUXVWlglJ3fjya2Keb4FIy1nFzZuxRXeQEqnQl7YRb60Dj0mSe5Z8+P9FVcrPAofHVoEY6IFCy5achuF4bEJNxleVWRQZ5z+3iqvIDYypT0oYeOsOzLLxn5wANE1auP99s5BNsdSIpCmSAwwOniclYWZp2O3pUlp3rr9FyRZQ6rVST26Mb9s2ZRUFBAVkYG9Ro0YPGrrzHmdKrP+WG1svKzz7HdfTcGg4EBd0yAOyYAkHr8OKve/wBkL60nTiS5YUOSGzYkf9Agcq5c4cH69atSlG99/z0WPfkkupJSXPXqce9rr/3u5+633Pfuu/xUrx7HLqaR1LkTfQcP/pf6A2z9/AuG5OWBIBAsCNTesZPCwkI8cs2ooGCrjfLy8hpZEIIgEB4efsP3cLtcaGTlFx1JVIDicV+z7R2ffca8Rx9DV1iIUrcOE99667rjBsXHkydAZGXAdIbRQIvata/b/o9gs9k4+vwLDMvLB6AoM4tFtWsz6tFHb9Dz9+k1ahSL589naE4eiqKwJiGe2wdd22H6r2IpKuLXVaFDFYVzhYXXbe/Hjx8/fv7/QVEUZo0bx83bdxIALF22jFvm//CnyjWKosj4F322odVq5YVbbyX9TCq1BZHTGg3h/W66qk+OAFZZxiiKlMkywaJInMnMqPvuwzV2LAsfeQR9fgG2uDjMZWX0P3mS1XYbtVQqppgD2WC34fnNmCYEZloqeL7SIWGVlSobECBRpWKARo3DZKJcb6C528N6ux2zKLLL5eKlwiJUkkSkJGFXFPSV9s5lSeTOgQNZ8tNPNWygvMxM8t0e3KKILAi01+rQCwJr3C6+12lRRUdjkr2MuuwLVlDOX+Dbhx9m6pIlGI3Gq9Zk2Pvv8/aIkdys0ZLqcZPj8dBUr8eGgk2RyddqqfPlV6SVlnJL5TWOU5l4p7yM014vR7p25tGJE6vGCw0NZdrKFbjdbvKys5l3193EZGQglJfDr4SoY1US5sogDTWgOJ0AhISEkFWrFsrpMwiCQLokEv6roJPeY8fQY/Qo7Hb7VRnAdrudkEuXEQSBD7VBHBv6LAZDIIoi893+FRzNPs1teefQJLes6iOF1+Ki1sQldxmD3niDuCZN+LJXb5LtTjwoOEWRsqZNWJmYSOfJDxIVHU1KvbqE1cpFDEsid/9yPLYyVPqAyuyIixijkpFlL4KkQRNVD9njQrl4CG1QJM6SHDz2CvIPrcVs1JIQaiQkKpDiX12H4nGDSouzNBdtUBS2/Mt4bGXEdR9P8Zkd2AszOCyUkJCQwPDJL5If1RVBlDi0+RhmwU7G2d1Etb21suxVfX7YsY8JwyuuCvoxGAw89sDvl4WN/U2Q08C+PYkMD2Xj9n3UbRnHiEETrtt39catvPbTcZTwBsh2F2envc6rU+/ikelfkS+EYPaW8eq0CfTp3uma/QVB4JsZT/Hm7DlYXV563tKIuWv3oYQ38GnDhNVjxe5DLP3gGQCi5vzIjAXLUAdE4CovILD1CEZNfpZti76oGq/hb0rYXovBN/VkzTsLcUW3QlEUgktO0Lvb75dduuWmPr/7+i+IosgLdw/m7bkrsXlV1A1V89SDj/2hvtfC4XDglbTVB6WCiNv792Q+PHrHUB6a8S156lhMriImDmz3t4wbFRnBD++/+LeM5cfPfxt+p4YfP/8BCIKAVqslISYK5UQ2BPpSmOXyXBSXREZGBgkJCTcYxVfOakz/Trzw8UJUOp9RGtKgI66KIopTd6MJCEdRZCStAWteGsbIJGz5l9CGxBBQqxn5h9cTYtbx9etTadakEa+99xnR3dv7RKUFkZzdi7Bmnqb0wn5C6nUgsddEvG4HuftWYMtLR/Y4MMU29I2fdRZjgBlzQmMkrZHCA8sI7uiLBC84vrnqwFoQJQzhiVU1VNEYmbtgCe64Hqh0vqgMd0URQUYNs559kJ2797Br0YWqaxbVWqwOF5fKZHT1fBE5uuAoil12MvMVdLU6V7W1GeM5cTr1hk6NzZu3oIlvXlUmKqh2czK2zMFemEFk61soSd1NRON6JOnSWfrzMcSgOIwx9UAQkAIiffVXY9rwzbKtNZwaAJOmvciWCxYktQ4h30vxKx9iUzQQ3hYBkCMbs3jrEYYNvHY0ulqt5unx/Xlv/npsXon64WqeeHBa1euyLHOxTEAK8Dk6hOB49p45yZr7HudokQpBZUBR1GSWWBj7/KfUDpC5VOggwxmMlssYImqhD4un6NgGvA4roPjKVYXH4HFaKbt4GGfOOSpqtyC6fUscxVdwVRRRcmYndQxWytxBmOu2rbo3WknEdmoT3rKmeJw23JZi6mUco6/iwqEolKq11Eo/RJqzjJCmw1Abg6g4vpZR3RqxrTwXKSAKxWlD+6uyWmpBwFNZimn/nG9Jcjrpr9eT7fUy12pFJwjY8J2EB4kiow1G5nTrytjnnmVQ/fqo1Wo2zZ9PxmuvU6uwiC9q18KRmFiVzQEQ4HRgs9muKs3QoGlTGnz15VX3JSIioqpk1S/USUnhkZUrr/s5uxGCIDD0/vv/dH8ARaVCVpSqzB6nJBEXF0emXke2x0OsSoVVlin3esjJyflTpZ1atmvH2x3bE7VnH0ZB4MfEBCZcZ96hoaE8NOfbPzTuoLvuYvbhI2h+/hmXSkXk+PHUuc4hzR9N3c7NzSUuv7pufqggYL10+Q/N5/eIjovj5u+/Z+3Hn6CIAsMffpiwP+AQ+iP0u/12vl24iNEZmcjAijrJPDB06N8yth8/fvz4+e/mwoUL1N+5i8DK/4FDcnLZ8OWX3Dljxl8a12g0MnPzZtbMmcOGM2eo3b49Q64RXNG4/028vWgxiSo1HkXmvKIw7MXXsJeVsemj2ZhrJ9F75kxq169PWVkZC154AeYvoH+lgPhd5gBeLyvhiMtJilrDcrWKvO5dSRYlpP0HsMkyJkHgG7uduw0GFEVhld1OE7WajceO47BUsM3hoL5azQGXC114GKkuN52BAXoDX1ktSKJIgShSa9hQQkND0bVqxZWDh4lRFNLdbpqJAjdVZmQ01WhZZ7czxGAgEcj0ejEbjZhLSqquWRAE1Hv38Xmv3gz44nPqN2lS9dqedes4OmsWKgHerSjnFp2OeJWKU243ex0OwkWJCLUajcuN5jd2i9ZgIGzlch5v1eqaGaRqtZplzz3H2DOpCIJAscvFFUEkRpK4JIpciovDWliMQRD4KTqKW++6q2q+47/9hqXPP4/GYiGoY0dG3Fsdye1wOFj03nt4rDZ63zmR+F8FkOh0OsrCQqGigqzgGKRKfURBEFEbArjS936Wff0QupPboIsvc8F+8TAus5Zzt0xg4m23seLrrxkrqYgx+BwwP7k9bIhK4akP36wS827VsjnDGh1k1eGDhIUEoy45Rb2gWpyo24KS9KOUXjiAx2FFa/bpjBSn7iKy1YAqHQFBUqNWPLwwrDnDbr2Jg0eO89TsRRRL4QS6C0gyuSir3Zbyy8dxnt7AkK7N+Lkkhox9y4lsdyuSWoet+AovvPU+mapEdJVZSp6oZjRxOCk9ebFKxwPALRmwWq2o1Wq0Wu3v2qAHDx8l9UIavbp0JDr62npNbVo0o02LZtd87dds3HsCJbwB4Csdle4MJDjQzIpPXiY3N5fw8HC0vyqLey3MZjNvPDW56vHcdfsAqMg6gy3/EkUVVxg7bQbNa4dx37jhvLfyCAG1myNpfd+Rkkv/emZBg3p1eOe+AXy/ahuSAJOfvfuagud/ls7tW9O5fetrvuZ2u3n81fe4UOTEJMm8MGkUjVLqX3es5ORkGusKOeOMQ9IY0GftYfzT1xA5+RM0qFeHZR88w7lz54mLiyUsLOxvGdePn/+f8Ts1/Pj5D2LgTb3Zfug9tqdn43W78OSn8Zm3A1/tX8CgxkE8/8iNUwm/23CQoDbDKDiyjsg2twDgObeZ4HpdUZtCKTr5MwGeIkJcaZw5uY3ApFaEpvjqX8oeB6F6LSkN6vHC27PZeew8BWVnCGvWB1EUCE9qzIRmer7ZX4y2li8iR1LrkN0OItvcjLMoh4Ljm5CthfRvkcABi0DO/uWojUE4SvLJ2bsUXUgsXqcdpVLkTfa6sRdmoSgKtpwLaALCOH85G7VwFkdZAS5rGfb8dNaExrK4VV/uve1WajnzuOIJQ5DUGLJ2cvs9k9hz6hK/jl1W6UwEG9XklaRDsM84D7BnEBrcnIHj7qeg3EGDukm8NGUCtWv9StRbUdi8Yy8ee0XVc7LXg6ssn6g2A5E9LhAlZEsh+x3hON0KJo0exe0k7+BqFLk6rVT5jYGbn5/PniwPka186dm2/EucuXyQiN8YNAK/X8u7T/dO143AEUURg+itSsFVZC/lBVe4QAIRzX01PIvP7MYQ1QJLcDSHbWWUW44R2qgthSe3Ys08RXSQgZT4EEqTulY5doLVpdQXT7AtOBzF4yIgyXf/dSExWNMPMahdEm89/RC33P0UxZX31pFxlJkPj+LWAX3Izc3F6/XyzY8rOPHeLJyKwkOhdcgf+AiOomxQvBhNvhTtgGYD0BovcHeynuMXzxDcIZ6VtiaMPnESURD4sV5dJldu1Ow5ufTS+TIj4lQqElQSHkXhtMuFIkkkCwK7UlJ47OPZhIRU1wg+/dFshpWWgUpF/cwsvjab2WE206WiAqssk9miZZVA478Dl8vFlStXiIyM/FNidNdj0OOP8dWe3fQ9f5ECtQrL0CFER0eTlJzMppMnMYsSCgqiWv2HHKfXQpIkHvvxR3764kucFeVMvPPOv+VAXxAEJn88G6fTiUqluqouLcDSDz8k+7vvEb1eDAP6M/HVV393zLi4OH6qlUjr9EsAnFdJxLZt85fnCpDUoAFJH7z/t4z1a8LCwxm3dAlrZ88GQeTuqY/8bjkwP378+PHz/w8ajQaHSgK3z/6UAa4hYvxnGTDh+lHjAA9++ilzQkLIPXUKOSKSLz77lIqyMuYPvIVWmVmYBIGVe/cyasVyIqOjufe99/hk+w74VYBBA7WGxQgEN2lEp5GjCM7KJKx+fd65fBn1xYsM0uvJdzp5uaIcNwqRCmyRvTyq0YBawwkFbIpCG60WRVaocDiZr8jIRiN5iQkMyyuguUpF6tr1fPDww7gOH+G47EHRaNH36E6HzdXizXrBZ4V7FYV9ThcTVWrUJ07yRmAAJYpMsCByxevBJIgMzszi3f79qV2nLskTJ9JpyGB2PTiZ2xxOMJrJ0urZ6LATLooM1BuoLUl4EHjMK/OW1YJVkUl3u6mtVrPX6UDdvTst2vy+TaKxWKoO0IfpDbyr19F44M2EN23Gh7ePY/FHH+EsL2fwhAk1nBPRcXE8+M03Nca6eOYMP3//PXuWL2dqUQln3S7e+PYbBs2cyU0jRwI+W6z39LdY+OJLlBVZkT3V2oBepx0UmSuCyB2nNrG1JIuzgppOHVP44OiBqvcpSk+n1a/2RC0F+FIdxwdfz+e5R+5jwdKVXMzMoXen1ky9Z1yVZpwsy7Qfcg/mhGaYYuv7xNHXzsaaexHF66lyaACodGa6BGQz7FZfNlHrFk1Z+WFdsrOziYmJQaVS8fW8RTiTajHxtkcJCAjg6ddmsmBvBpLaFwimDYnhUkk2WldZ1bhep43kxFhG3dKHZ7/fiTeyCV63A0/mEbrffQGXy02kWc2bj06ke6ero+7f/WwuC46WIZuj+XLDZ7wzeQitmzf93Xv8exjUIrLTUy2oLlsxm82oVKqrtKH+KKN7teTpjxagr92W8Ka9KDq9k5O2EM6dV2FaugbJXlzl0PC67ITq/1zWQttWzWnbqvmf6vtXeP2DL9ntqoMUZqAIePqD71nx6fX3C6Io8s3MF/hszgLKLIWMnngnSbX/XEm/a2EwGGje/MYOLD9+/Pwx/E4NP37+QbxeL7m5uYSEhKDX6xEEgbefm0ppaSkzP53D+vjWVYbjipPHuCMzk/j4+N8d06OISBodYc36UHTqZ4LduWz6+m1mz11MWn4+QU0jef3x51mych0vz9tOQK2ahpXeYOaJ199npyMZKbkOIU4rBXt+JDKxHkOaRjDlgXvYevxZrlQeXFuyzxKgk6hTuJX8wiI8BjUB0XFsO3oBhy6CmC6DqLh0AmN0PUxxDXCWF2AvyiZz61xMgUF0bhBNtrOCopPb0IXEEFK/A86CS0S27I/LWoLz5M/U6ucTcnbWb8+Xy5fw9F2DKS6+RGZOLvdMGkxCfBzDuzXj6dmfowmMwFmSgy48gYioSDokBrPpyGFUgsyt/Zpw56tfo2k0CNnjZNuhNTz42ses/uLNqg3CU2+8z4b8YOyFxyg8sQWVIYjy9KOo9GZkt5PcAysJa9KL8znHkeLqog+PJ6Shz8FgiEoib/ePKIqCuuAUwwa3qrG2J06dQRNTrT9iiKhF3vF1ZAk6JOUY5tgGCLknuW3UX0tFfXh0L2b+sAmraCZGVUZKcgKXrdURKQFJzai4dAJdcDRqQyCy11cqKDSlK1e2zyNPkpDdImz9nLiGrQhQyzxz71D2HDiCVhVDRV5GjfdLignlnecfRVEUZBQKjm9GlFSIAmzfs5+2LZsQExMDwAuPP8jPDWvx2pSp5Pa7H7VGj0pvwlGcUzWe7HWj06i4b/zIqufsD93DT59/juzxMPnee6sOdSOaNIbde6vaXfK42Qb01RvYGxWF+fFHeWTkyKs0KFTOmiLckcHB1Hv+OdYvX05WeTkdb7kFl8t1w2inv4MLp06x7L5J1MnI5FxoKM7k2kQHBBLfozv9br/9L40dHhFB/XHj+PG77yguKaGVWoPFYiExKQl9airlsoIb0MbE/kvOFEVR+PSRqSi7duLR6mg0ZTIjH/hrWSXX43r3IPXECXjvA4ZWapykzfmOTS1a0Pt3shg0Gg1DvvyC5a+8isphJ6R7d4aPG/d/Mu+/k6iYGCa+/vo/PQ0/fvz48fMfRmJiImsHD+Hk4sWEerxsalCPex+vLuuyc/Vqzm3egiEulpGPPPKXNaR+i06n475338Vms/HV5CnMHXgLh8pKib5wkRKNhnSvjHjhAlsXL2H0lMkoikJaSAiZuXnEiyKbHQ4uuN0MU6k4uXcf6/bs5WGDkTWKjMnl4n6TGUEQSFKpWWC1otNqaaQoOBSfRkOqx4MbX8bFJY+Hdgh00ulQAV9otSRduUJzrc++aSDLbPlxIQ9IKhAkFJebxV4vazVqUtweNILAKruNQ2phD1Z+AADhY0lEQVQ151US9+r1FHu9zLNZ8Xo8fJ3SAOnsORq63AyqtJkSrTaGnL/A9jfe4P2DB2hbUQGVWShxKhUBooizUkuitVbHUpsNQRCop1aTLsvsczlZYLMSL0kk1q5Vta6yLLN97VounDlD7ZQUOvXsiU6nw9i2LdmHjhAry1gUhfC2bbjz/eqAijF/sJzm2RMn2Hb7eAYWFNJZlnm7vIyRBiPPybDj0cfY4PHQd8wYAJp16kSzTRuZZLczaOTdpNs0uDUGjNF1CFn7EV9qJVZ6veQ77SidhnDTgDqAr+SnXq+naZ8+7PhhPl0cvnJYiwwhSDH18cr5vPD2bNbnBiKaa7H26+08OaikSjRaFEWa16/Ncb1vDyMIAmHNehNdsIc2rZuw7dx2vLW7IntcJCuXmPX6KzWuUa/XU6dOnarHkyb6yjnb7XY2b9vJkj0XEMRqG1NRZEKMajo2juPH3fvwSDoaGCw8fM/zqNVq3hRF1m4/QGrGWdLr9SUo2Jd1kXd4LY+99Skx8evwItG1YRRPTbkbRVFYvu8CYnwnRMAR254vFm/8S06NZybfwblpb3LZE4LWa+Hufi3+sM7e9Rh0Uy/eWbgLIcpXISG8aU8Kjm0ivFlvTl9O5f1pt/PYzO9wS3qClTJWzf/4L73fv5srxfYqpwxAkVOFx+NB9TvOX5VKxYN3/efvD/z48eN3avjx84+Rk5vHvc+/Rw5hGL1lTB3elcEDfEZcUFAQiqiucmgAeFRGysrKuYFPg/bJIazLK0BlCicsJpH7u3QgIiKCl38jbnX7qKGs2LybQ7sXY4xOxpZ3CVGrx1mSzUlnOFKs75+/SmskpV4yP7w1pSpF+Ks3H2f81JfILHEQILpp1jiWQxcLsJhTcFFGbm4esqxDsRQjSmrctlICk1tiy7+ELS8NuSKfCQO7svPAMQ6ml2AODKaiKBNTXEOKT20jwQxOtxNBkNCGxFTNWWsOQ9KZOHj6MtllbooMdTj1+SYeuHSFrMJyotsPRRMQhuxxkbt/BasPZ6I7mo4pKJQBLWtx7nIOmkb9EQQBj60ctTmUS3lllJaWEhwcTEVFBdsvWtDGt0ETcBJHeRGuyycJqtcOZC+ZW+eSNOgxJJUaYupwZc8S9KHVUTGCKNGqTjTtwjPpPawvLZv50tHdbjcul4umjVMwf78dd6URbM+9gFqrJaTlQGwFlym9cIC2UQq39Ov1pz5TiqIwf8lyruQV8unTEwkPCyEoKIh7Hn2eihIXAYk+I7r8wiEM0XUBsOWlIRReQFF6UHh8M+FtbkVjDAKgOHU3fVLCeO4xX4qyUadjyey1GGPqUXhiC+aEJqjKMxnTr4WvfXExpaoIIpo3x5Z/CWvOBbZUxLPnhTlMubkJQ27qxZsffs3F7HzWacJI8PqqKGuDoihNO4I68wSiIYhE10UeeerZGtem1+sZ8/DDV13zwBdeYPGEiXS7coXzbjcRkopRRl/ptQZFRazYtBnd+KtThsUuXchZuIhoBA4AUX370qJLF7bPmUPntesxrVjFu82b8fBPS68qQfV3s+6VV7kt/RKKonAs7SIT8vJQCwKntm5lgyjSd+wf09S5Fhvnz8fx6uuEWyxMMRhwz5nLBwcOMvCN1/g59QxtM7K4aDZTb3LN34eysjI2LliAOSyMvkOHXpVWv/STT2i3ZEmV3sXa116nqE+ff2t2y8UTJ6hns0JlOYDaHg+bT5+BG1RmSmrQgAd+mPdvmKEfP378+PHzf8+k92ZxeNRISgoKeKh3bxRFYevq1aQfP0HEV1/Rz+6gRFH46EwqD33x+f/JHKYPG87tR4+hF0XSy8sYbw6o0rLYZLeTV+JTOJg96X5uP32GYy4nPwkiZQ4795nMfGG10FCtpoGisNBuwywIRApClf0hKwqXPG4iFQWLRk2Gx8Nup4M2Gi1Bksgxj4v7TAGYBIG5Vgu3G00UOJ3U9XjhV7ERhRYLJeYAgkURQRAwVFio16wpK3fsRECgoVpNRWwMGRUVbCov56DbxW0GI3pg85GjlDdKodnlTATgqMtFaKUN0qisnFNHj3Ha7aZxpVNjkdVCuaLgVBR2OB2012jxopDqdmEQBGIlidH6ahvzk/UbsLz4IkajkVnjJ9B202ZaA99bLaxq2JCnV61kzNNPMyM9nfLlKwh2uYg9cpQtixbRc8SIG94jt9tNdnY2kZGR7Jozh6QrV1jj8dJMrSZJrSJF45t3FwVWLlwElU6NX9DpdPRIP8H9ublcUuk4ud/FC1oVKlFkqCiyV63FIViJiwhjev8BhKWnUxYSTJfXXiNixnRefvE1ClUhZLQfQVDhYe6ccj/jX/4SMda3J/FGpPDE+wv4+KddDO2Swr3jRpCSnMCRtAoknS+YyZ5zkQqdif69e3L7yCDmr9iITqPi4Wd9jodf2Lh1O8dOn6dft440aVyt+fDcjI/YklpCUWk5lrIiQht1J//QGlTGQFSll3lp7ttERkZw12gLdrudsLCwqs9g145t6dqxLVNf/YAcT3UZKW1QFCXFHtTh7QFYejGHOivWMHTgTSj866Wafg+TycTC2a+Sl5dHQEDANTVd/gwqtfo3EtY+YfDoWAN9unfhePcuf8v7/LuQZZnHX53F8WwLxQV52Ax2guq0RlEUInS/79Dw48fPfxf+b7MfP/8Qr3/8HfnRXVEJIk5g9tKfq5waACMHdGfH+0txxrTxRaAI2TRocP36j7/w8rQHqbt4ORcz0unQrTH9ena9ZjuVSsWSL9+l55iHuFyai6QzYQhPwG6/RNalDMJifDXqFUUhRC9WOTQADhw9SWFAQ/S1kpCB5Zu/Jr7nHQRU6mTk7l9OTPshlKTuwlGSh+L1YMlKxeOwENakJ67Epixc9QNBne/AYAjAADj2LcN9cTcPD2rPXeNf5Mk3PuRoZgG52dmYYhtgyTqDoPI5etLS0vA0G40vLiWG7zbsIlCvRhbiyTu4Gkmrx2OvQNu0F4XHNyOltGPxmQxaG3JRNHGUXDyEKKkxRCRRcWYrmVnZBAQEVBqtvlPa6HaDubJ3KTGdRqAL9mmc6MMSyN7+Awk9fan4oQaJgktHCEhs4tMRubiPuyfcRP8+3avW6tO5C/l+ywm8kpbGofDMmK58vXInXkWga8s4FrlT8AKG8EQM4YkEKqf/2AfoV1gsFsrKynjr0+/YY0tAMsayavr3zHxgMLO+fIMjllBkr4uCY5tQvB7slw7hspag0psR1TrU5lCGhWey1WihpNKhAaANjuZc2kVem/UpxVY3XVs24MlBzVi45RAuSUOTmAI6D+5Ai+bNAZ8zLkCpoAKwXjlHePO+ANiB1z5dyDtfLETVYgRiUB2iu4STu/cnotoPRhAlhOJLfPf6nVisNtq0Go9Go6lxjdfSTPB6vRxevx51uza8umwZD0kSoXJNk9yWl8u3L75IaO3aDJwwoWqMxv378/2335KMSJQkcnzePGIapdBo7TrqCyKoVIw8cZIlH3zA7U89VTWex+PhhzfewJ2ZRXCzpgx58ME/pOXwe2jsdgDKFYVaKhXqyvEaudys2/Yz/AWnRsa2n7FZrYw2GBAEAQ3Q88QJSkpKGLdhA8f37aNj/frU+lWJgoL8fL4eMoyhaWmUCAKzVq5k6jff1LjO8vRLVQ4NgMSCQrIyM/+tTo1WPXqwLCqSW/J9hed2BAXQuv/VIqZ+/Pjx48fP/yo7V6/m7IoVePV6hr/wAhXl5cwZPoIeFy6Q7XLRr/LQPFgQ0OzfjyzLf0u2xoVTp1j78storVZO2GwYDx1hnSRRqshESVKVQwMgXBLJ//wL1taqhWb3bsJEkV46Pb2AmU4H31qtTDSaiFGpcCsK31os7HU5GWTQ87PDQTedji+tFdxtMhMmSWyw21hns3On2UzLymzOFwODWWK1MtZkYrTByBduN7WHD0VYuJCVdhvN1RoOupykqFS8X1HOVHMATlFE3aI5wSHBOPYdIM/p5LjLxeH8PN5SBI6q1TTTaKlXeVgeK0l84vGS8cJzbNy+HfXP2xldaQsdDA8jpE4dGqWe5TNLOSVembYaLSMqMzq2Ouw8WVKMXhBQK3CrwcDbKFX2bYksE56ZyYcjRtD96adpsXkzSZLEMZeLGEkiPi2N6U2b0ejxxzFlZTNO7Su9RYWF5V9+eUOnRvrZsyy55x6SL2WQFR7GSQFCZZkeOh3bHA6yPTXtZ1m82rbd+MN8zLm5hEkil50Wor1eVLpqLTaVq4TJfRuy97PPGHPsuE/PrcLColde5ZFtW+k6aBBfzVtIeYWNscOmEBMdhfSbkrtuTSClUe35aucZ2jU9yZS7x7Lnwac5cNoFgoA2NJacwgxe+mgudRPjcSoi3ZvXqRGA9PbH37Ao1Y0QlMCyj1bxzPA8BvTuzsat21mXqUUV35bgeNAWXMaWd4nwlv2pOLuTpAgTD775NdFmkelPTyb8GqVUZVmmdlQw20/low70aenZ8i4SVLd9VRsxMJpTF9IZLor0SIlkbXYOgjkKTe4xbht/7X35v4IoikRHR//lcX5Bo9HQKyWMtZlZCAFRlJ/YRIROprXmPE888OcFt/9JPvr6B3ZY4pCig9BEg/vEWqIK9xFkkHjpqRuX8/6/pqysjOmffIfTIzOoZ/urNDj9+PHzx/E7Nfz4+YdweAUEVfWmwiFLNTYaTRun8NHDAgvXbUWvVjH1uedvGFWgVKY33z5i8B+agyiK1I6LpqDEiD3/Ei5LEWmXLxLWfgT5B1ch6Uy4y/N5+8U7a/Tbc+QUhCRVPdYGRlYJfwOojcEosofgBp3I3bcMZ1ke9qJsEnpNBPBlU4Qk4Si+QtnFg6h0ZrShcXgR+HjZLnaezeeWTo14/5VpTHzwMTYfWUdEy/7Y8i/jLi/kitVL2K/Wqqy8jPT0Iry6AiJb+/QqFNlLxpZvCUpuRcHR9ZjjG9EgKYGsA9sosguENO8DgD7sdgY/8ja1E6J55o6B9KwXxPrsDARzBO7yQjQB1XoXmsAwFMWL7HFhz08nTO1GCQmh9Px+FEVGExDO4dPnq5wam7duZ/p365ECwvHYiymsCCb728X079aWB+8ciyiKXCmYxdbifERTONrcI4y5s9qx9Uf4ev5Svlh3hLwr2djLCglppMFsCsUR255HXn2fosBGqE0BmMOr9RKyizKIajuo6nFF+mHGDr2ZuKhwXv5pP8F126IoCiWnd5AVaeRMQDSSRsfuNed5tHctvn/7Sbbs2M2Db37DdweKcBV+xbg+rXjtmUd44e5BzPx+DSVunyaJq6KIioyThLYaTsn5/YRWZh+ZYupiL8jAUZiF12nDpBWYv2YHAXo1rVo0r5qboig8+fp77EsvQy3IjO/bivEjfXP/aNIkeq1eQ7AgEqUInHW7cCqQ5/EQqVKxDwXrqdOMPnmaK4LAZ8eOMWnWLACWPvEk0wymqvcRT53m8uXLRHhlqPxeagCP01ljvT+bPIUeK1YSKAhkrVvHvLIyxj1bM6vkXyWwaxfSjx4lXlHIl6vr1DoVBTko8Hd63hgxLBQFBZuiYKw8YCiTJMKDgggODqbbTVc7AVZ98CFj0tN9+ixAvY2bSU1NpWHD6ki3Ot26cnzpUppWlhI4Wbs2911HxPv/gh1r1nBx/36M48ez8tAhRFmm4dixNGrV6sad/fjx48ePn/8B9m7cSO7UR7nJasOrKHx+8hRBjRtxW1o6oqTCqDhrBIU4db8vaHwjtv20jHM//ohbFMlMPcOUvAIURaHAZuWOyrKgDkXhq4pyFlutDDcacSkKB1wu7lBr+PGzz3BZqjXrFEXBKYqIXi8xlXsctSBgFgXGGwwck2WynDZWuJ101OoJq9TW6qs38LPDQdCvDt61wEWPLwNYAgob1qdxfAIHtDoKSks57HDQXKtjiNFIP1nmJaORQffcxYRp03A4HLz7yadMtNoAaOH1ssvtQhIgRqre3xgEAcVoYMh998F997Fu7lxWLl6CLEk0mHgHF0+cZE1UBMm5eaRbrXT5VVmgTlod6202UtRqPMC7ZhP3LJjPzHHjMGRmUSorxEsipkOHycrIIKpyT3fa7ea2ygzkjsA3r71OTkgQg391XwT5xhoHa159ldEX0hAEAXNmFlc8blpXOrz66/UcMejZotbQwmFnf1gYLSZNYtmaTcxZswcvIj2axKP6/kuGVjqRklRq3rBZ2StJNHK72RUexpQPZtG6e3e+WPS9z6FRiabMp1GhUqm4b0LN7I9O9cJYfHQv2shkytOPYYr1iWB7AxM4eiqVZk0bk1I3iUsRiYAvc0dlDOJC6nYqkgYgCAKntqdjNm5kyM2+vd2GoxmI0T4ngyeyKYs2HWBA7+5cuJSBGFCdYaELiSVnzxKs2WeINIkUdLgLQZTI8Lh48s3ZfPjqtBpz3bR9N2/NWUOFosebfQpVYDgOu5UudYLJcGThojJ7vziN9t185YZffvwBWqxez/n0TAbcNphGDW8coPhP8Mq0B+m0eRvn0zO45d5HSUy4QWmI/3Cy8kuRDHWrHqvDk5j56M0kJyf/g7Py4Xa7GT/tLXIjuyCIEnvnbOMdlUSHtv49jB8/fwa/U8OPn3+IVnWiOXYoHSm0Nl6njSZhqqsip5o0blgjZfb3+Hr+UuZtOooHkTa1Anj7uanX3bjk5RfwxPTPKHYKBAh23NnpRLTzRfgUOGyoTSGEpHShOHU3Ko2WVdv20blTx6r51a8Vx5qdeYgBkQC4LMVUZJ3BHNcQr8uBsywPUfJFNakNAQQ36EjegRU1NlaO4hy0wdGENemJoySXrK1zMETUQhMQxsGMCi470lE8S9h+vpSYTj5thYDExjhKcjAnNOHK5s+J6zMJr6UQrddGYMtBFJ3cWnWNgihhjKxNYO3mBNZuTuHu+Qx66hXGjRxM30c+rG4nCDhdLi6XwYMfrqJPw2DeHNKUdVt3sj4ogNy9PxHd0bc2Rce3oNIaydj0DcH122FPGYHj3D505lCM0b6arQXlZ6vGnj5nBZEdR+IoyaHw+Bb0YQkU1+7C3HNlnHvxbT589UmmP/sIC39axaXsDG4ZM4yUBn/8YNhut/P1hmPk5BUS3noQkkZHceoeLNlnMcbUwyVqMcXWI+/garQhMYiSCm3WPqICVDjLC9FWOmxcuef4duEKbDYHkkZP4fHNKLKXgNrNuFJwEffp7QiihKjRsfWwE4vNxpvfrCS0o29joiidmbf5R+66LZ0uHdrQpUMb5i1ZyYdbzlOem0VYk54gCHid1qq5K7IXV3k++vB4Si8cwFCnBdvsdZDLneyf/Bw/ffE2giDw7fwlbC2JQopLwQl8suEwvTu3ISoqCs2+AwRXOtPaSRJvGQ24rFYsdjthkoRDFKgNoNMToygc3LK1ynHodblwKQqays9joeLl1m7dmNO2DVEHD6ETBH5MiGf8pEk11lw6dozAyj5xssKxffv/8P26HqMef5zVoaGcO3wYd0UFi06cJNBqoaBhQx586aW/NPZtzz/PrLNneX/rNgZJElZJRc6wIfRt+3sRQTWj5gQUlN9smLsMHMjqgkLWrFuLW63hlqef+j8v0/ULSz78CPOsWfRxujil1VAxdSrDpkz+t7y3Hz9+/Pjx85/CqdWruanyIF4SBBqdSeVETHTVgXIXrZZP7Da66HRkhYTSYPLkP+XUuHT2LJ9MuIPGF9O4uTKT9ju7jRKtDh0QWVmCCUAnCBSJAi6thmdKigmQRCYZzagEAfvZcyQrsBaFWpKKo/XqoGRn4y0oxKMoqCrnlifLjDIYaSMITPd4iETA7nZD5XsrikKUJLHa7uA+lRod8IPNil2WscsyX1ktWM6eo86FNLoLInJQMF9aKxhUaad4AY1Oy/njx/nm/gewhofR0mKFyvevJ0l8U15GqCCwRXDwZEAgKuBjUWTa3LkcPXCAsqIiOg0ZQtq+fXDsOKsmPUB/j5veKjWfJyYSZdCz/UwqvTQ+J8B2t4sEtRoRgYteN2qVhKu8HCEkhIklZVWZLZ84bIzo3Ztv2rcjfN8BNL+5XYGCQKzLzc8aNd1cbk7otEQNHnLDe6i22REEgU0OO4GCSIRc09Zr2rEjHV99hdRDh+jXpQuIItNemoMnxmcvLjidydDikhp96rVrR/3XX+PM0aP0692buESfmHJg27Zc3r2XRFnGrig4U66/lz12qQBNSC2KTmxD0pvRVwZhGUpS6dbRp2kQEWLGk1uB2uAL9LFmn8VUu1XVZ1kIrc2eY2ernBrCb+zYX+zaQTf15uMH3sDY1BcAl39oNXHdb0dUaag4uBRt5Z5CVGnIKfttMSZ4d946LHFdEABtbAvacpoPX/Xp12zfvZ/Pl2zCi0SfDnVqVEoYfHO/617/fxL9enXnX5lpYWEhW3bspW7tBFr8BZ2Q/wtapyTx85ZMhGCfcyZCzr+hLum/i3PnznFZjENX+bvpjWrGqm37/E4NP37+JH6nhh8//wBvf/wtSw9mUV6QizF9L0N7t+fJyU/+6fGysrL4fPM5iPMJVv9cWsy385cwcczwGu1sNhsqlYppb33GWVNrBJNArtuJyvBzVZvghh2xHPgRi1dNdMfhCILI1vJSZnz8DU9NvguA24bdwoWMT9mRupfTqecJSGyCJSuVknP7EF0VtG+czInDq7BWlCFqDVRknEB2OcnZs4TQlC44irMRNTqCkn3/vHXBUQTUbo4mIIyg5FbYCzIoqShm5YafUbTmGtcgCKA1BxMaFEgvXSpH086T7fCg1ZsRBBHZ60GUVLht5ShK9UGsUa9hz8EjjB56K8kGG2n2clT6AHIPrkZQaUGRcbk8rD1eQFnhCkYNuonQ4GAW/LScjI1foAuNRWUIQPZ6CGzaAlOMz/kQVK8dBcc3Y4yug6PgEpfsF7DZbBgMBmSNGUv2WdyWErRBkQTWbg6ApA/kWJaj6oB91NBb/tR9r6iowOICXWgcksYXDRbSoAP5R9YTJefRvGkSP9uchLfoS9HJbZgcuXzxzjPUrvUoA8Y/RLHXgKWsCHP9zqwoTsR1bBna5K4EJPq0QKyXj+JW6avKSFlz09i9cyMHLUNRzNWRToIggN5Mbl4BtSvLGI0ddgtRYbv4dM450qwlqM1h6ELiyD+0mqDQCCKUQkSdHXXpSSISI7El+cTRRbWWs44gDh46TJvWrbh0pQDJVJ0VZNNFkH4pg+joaJwGHRT5nlcUhYb9+iJkZnLr6dSq9ott1Y4Uj0pVtQFqeMstfPnJp3TWainwejmZGM990dFMXbyIJR9/jMdmZ/zddxERGVljzZ3m6s+joii4zCb+Dm6eOBEm+jKZZFnGbrf/LXVydTodTy9ejN1uJ/XUKRKMRoY0/H1H6c1TpjBnyxaGXsqgFIXUXj0ZkJJyjTnfARPv+Mtz/FcpWLmS9k4XAI2cLlauXAl+p4YfP378+Pn/DFVoKDZZxlAZdJQfGECPu+5i1fHjDCwoQi9KmPv3J/7ZZ2gbHU1ISMifep9lTzxJ3Nlz9PxV8EIvjYYzbhcdtToyvB68ioIkCJzzuDF360bS6TNMVamxyjLvVZSjkyTqiCI9DEbyvV4WGw08uWYNc/vdRC+Hi++sFvSCQJ6s0E+nRxAEvIpCskrFEL2B18vK2OV0ECepWGSzEoSAJAp8Y6lABRR6vTgUmVfLSjGIIoFWK3GBQQCIgoBRUpHj8YmBz7dZeVkQuLRhE2leL810OnZr1DRz+zI9sjxuOmh17HU6aKvW8EVFBWqthpDx43nntjH0SUsnzOvlMbOJrqWlFHi91AIWu908HxDIXVdymF0nGYcss8hmxSIIZGo03GMwcsDl5ElTEJSWs37yFMJr1UIvXKpa10iDieDgYB5ftIjFn33G5ldfpXNlBnKax41OEFDp9IS9M4ONJ07SoEN7bup94yzvkO7duHDoECWyTG+DnjzZy0m3i4YqNduDg2g88Q6S69cnub4vk2Dths1YjQlVciRCUDznY+LIKi/zBfXodNQZNYoTGTnMP5zNV4fn0qd5LR6+53ZGPPooSzVaTh86BBERTHr5JZ6f8REH00vRil4eHNGLPt07A1Bk8VCSt5+A2s1wlRWQt+VzunZoy/hx3amV6HNw9OrcnnfnPI0SmozssBBgz8IcFoi7cm5eRwXRMdX2+eCODZizLxU5MAF90WnuuMOnVRgTHUWwXiL72EYcxTmENumBNsBXYkpTuy2Oomz0YXEospdQfc31UxQFi7s6+FAQJazuao/TL3ob/79w8lQqU979gfLgRkjrtzKq+REemzThn55WFSMHD6C4bAG7Th1HI3iZNu2Oq0ob/1/g9XpZtGwVFpuD0UNuxmS6ep8YGhqK1lNe3cflICD8/35ufvz8r+J3avjx828mIyODhYcLkOLbEBwPHqcVo768hrjZv0ra5Qwcugh+SXKWTCFcunKx6nVZlpny/AwO53iQFDcV+ZnoW/u0OgRBwFt2BdnjQlRpEO0laLw2JFVEVUkpyRDEsYvnGfXQyxQ6BCL0Mu8+fT9nX3uPS9F1UGmNmOIaYI7zHZbm5hzBYD+Iud0YVDrfwaxaZ8SSdwlnWT6I1/rpUbDlXyKwdnP04QlUpB+i35hupK44QNHp7YQ07IyzNA+XpQS33ULD+FBKKuwUJPRDCCmh4PA6gup3IH//MiIDtOReTEUdVZ+cAytw5F9G0hp5fNY8Xv3wW9RRKdiKj+OxlVKefoyEXneiC/HVJi04upGT+lYc/PE41qyzhHe4h9a5W7mlZ1tWbtnDiQpwluRUOTW8Lju6kvPk7C7G47TjiG/Ifc/M4Lv3XqJ2kIr01EuEt+hH/pH1NTJVNIK3KvOlqKiIdz6fh1uGEf06s/PAcTYey0ASYGT3pkwYNfia9z08PJxko51jhY7qVZS9NA+X+fLtxwgMDOT5tz/mfJ6VpvWCefmhR4iPiwVg+9KvWbxsFW/usKA2BfvuUdNBcOg7HLV7IHicNJSyOZfYompsY1QS5Wk69OZwvE4bXpcdSaPHUZxDgKvwqiidXt060bNrRyY/+xb7s7MxSV6axWlplRLGyCF3kBDvS9Oe+MiznKp0RgF4HHaWb9pBm9at6NG+BRvnH0AO8613hOMyTZuMRBAEGj/0EKvefIu4oiLO1Elm9AsvsOK++2rMIU+jIdvjIc1sIu7OiVXrf++bbzBHq+HAvv2I4WG8+tFHAGi1WsZMnXrN9Qbo9sLzLJz2JBEFBVxJiGPUK69ct+2fRRTFv0347xf0ej0tWrf+Q20jIiO5a9UqNsz7gYCwUKaOGvWXdUP+Trwq6Xcf/ydwLQ0YP378+PHj5+9k9BNP8P6JE0QfPUa5Tkf8A/fToVs3on78kY0//ogxPJxp996LJP2x/5NOp5Mf334Hb2kJzQcNokUXnziwtqiIQFEkw+MhobJM1Fmdlo2KloNuN5dRWGCxIIgChTod0UFBdLRYOSvL1Fap6KPTESVK7HG7yPZ4kASBUoeD5Z98QtjIkRz84AN6yjKnIiOwN0rBuXM3V9wu1tkdDDHokQSBRJWKWElFgeylp8HAmsREKs6fw+jykKxSc1nxcLNej1MQ6KrV8ZWlAoeioKv8X+xKSmJtu3ZkL1vGkyYzGkGgnkbD5opyKuwyWYGRfKwXiMrNRQaaqNTYFA299XoueDxkej2c/uYbuogSzXU6UKmILyjALqkYafDZbI1cLjY67LTRaInNzuJmne9k3KMoLFZkjjhd9NFWl6TqXVTMR8lJZIkCcbKCrCg4mjRGW1ni6cLOnYz1yCx1OSiQZdpqNdQxGDl3y830HTwYBg8GfPu8TcuWUVFYSO9Ro2roIP7C8IceYn1wMOUvvAAuDwP1Bo64XMwIC+Hh+fOp26hRjfatmjfBvGgPrsBKXYnidIY/+SQFWZc4fe4c9bp0IaJuPcbPWIIS7QtM+uHEZept2kb/3t1rZNB+8d1C1uWHIEX4ygG9/t0mOrRujslkwl5wmcg2Y3x7gJh6WEUv7z19L8HBwVX9P/p+GSFd70R22REkFZorB3h4cDs+X7kLpyzSOErHQ3dXl4p64I7RtG9+nGOnUunR+fYq5whAaEgQrrrtKTi+CX1ITNXzakGhluMUrsIcIg0w/dmawTKCIJAcLHLK7URUa5HLc2jV5O/TtfizZGdnY7PZSE5O/lu0cv4onyxYhT2uE2oAYxDL9+/ikXu8f/i35t/BpAmjmXTjZn8bsixzx6OvcFrdAFGtZ+nPr7Hg3WcICAio0S4qKoox7RP4cfd+PCoD9XSlTL33+X/jTP34+d9CUH4pwv//AeXl5QQGBlJWVnbVj4sfP/8uDhw8xD3fHEIXllj1XEjaClZ++8GfNgTKy8sZ8sgMrPG+zYeYf4Y3x3WgWyefkfnZt/P58rSEpPcZuWXn91KafgJ9mC8NsyLjBJrgGAS3FYNswR1SH1Glweu0Et6iH4Ig4jz4A+oWIyg+tR1BrcVozUQbkUxRuRVRpfGVGKrEbSsn5somCuoMrXrOXnCZBs7jnMiXcapMmGLqYck6gzmxKfb8dMoun8Qc1wBXeSGm+EaUH/qJ2W88wwcL1nM5KwdnWT4ut5ughIbE6FxsXPAZQx6ZTn6IL9vDXpyN8+hPvPLwRNyCmjdWnEZQ6XCW5hLSqBuOoiwsV85hL8io0vYAuLLlK2J63lX12FZwGcXjwhhdl5w9SxDVWkRJTYsoiciwEPZ56lCRcQqP04bBaKJ5qIcreQXk6utiTmiEvSgLe+o2Tq/7Bo/HQ7cxDyM0GYqzrIDS8/swxtQnUC7hwZtbMGboQBwOB8Mnv0xBtK+upu3oMrTxLZBCKz8fOSeY8/gg6terrgv6a2w2G6Pvf5KLzgBUAVHUIodvp0+rsRm4Hms3buG5VRmog3xGucdh5a76Nto0S8Gg1xMREc6Qpz7BHeuLPJJLs1Bn7sXbZDiy103xqe3IJZk0jA3m2/deJiAggNc/+JK8chf1Y0OYet/4KrH5vLw83vl0DtsKQxADozDkHeL9h0fQrEkjduzcxdgXPiegdktc1hIUr4f7utfm8Qd992XxynWs3X0KCS8Pjx9Uox5taWkpeXl51KpVC61Wy+aFC8l98SWalZZyJDiE0GefxhgSQny9eiT9po6q2+3m/Ql3EHL4MFadjtoPPsDAe+654brJskxpaSnBwcH+g+t/gO3Ll5P2zLM0KSrmRGgISW+8TtdBg27c8d/Aqi++IO2LL1G53Eg9u3PvzJn+z4if/2n+f7et/3+/fj//GZSWlqLX66sOw/8MiqIwY8QIhu7ag0EU2R5gJumjD2nXqxcfTLyT/uvWs8ZhR1GgPDCAkthYHky/hF4Uyfa4Oex2c4vegKwoPBdopntePjEqFfucTkJFkc5aHaGiyOeWCtSSxES9AQfwdoCJVm4PKpeLvM6deHLePE4cPsw3057g3jOpBEoSdkXhLaOeNhotKq+XK21a0/e++9g7fTqRe/awx+kiXBApVmQeC/DtdeyKwvTyUuqp1FiANp99ysBRo3ixXXtMZ89VOTscsswYk4mFshf17eMY+P0PqAWBxTYrww3VASbzrBYKPB666fS0qFznD8rLGGwwVjl6AKaXleIKCaF2RATjcnKr1vZFUWCgw4FWEGlWGTF+0uvB8sbr7P76awIvZ1Ci0zLhhx9o3qYNmZmZbGvbjp6VJWryvR4+qqig3csvce/jj9e4b+9NnEinDZsIUhR+Sk7irp+WEnYNkWuAJR9+iPa992lid7A7MICo11+nx9Ca5aucTidfz1vEqbMXyLHIiBo9fVomc+/tI2u0W/jTKqbvsqI2BlU9Nzj0Mk9OuYfc3FxMJhNms5mn3prNNnud6vHzzrNgah/q16/PIy/NZK/SuOo1T85plj43jIQEnyMiLy+PR195nwshnREq10LM3M+Wj6eh0+n+5SCS7bv38/LXqyh0aihOP05Eh+G4LSV4z23mwMpvr1lKVVEUlq5cS3pmNhk5BXgkAy3qxHDPb9bj382L73zMmlQLHklHQ20B377z/N+WjVBaWsqDL75HlgWCNDIvPTCKFk2qHV/3P/8uR8Tqx6rMPWz7/Lka+p/l5eV8t2g5Rr2OcSOH3FAb9L+d7Tt38/CC02hDfecrstfDsMhsnpxybWHy8vJybDYbkZGR//F7haKiIjweDxEREf/xc/Xz38+/alv/b/+y+PHzH0jTJo2Jcy2mQI5DECWKz+7BYqrL1Jdm8sGrT/ypMQMCAvjoyQm8N3cZXkQG3tK0yqEBkFtUhqSvXfXY61UISelclVkRkNgEW2EGksaAJfMUsZVi27LXTdbW79AGhiO5wHvqZyJa3IQgSsheN0W7f8CQ1J6Sc/urNDUAtOXp3DVmMDOXH8Yd3RJF9hLnSmfO7HfIzcvn4effIlNjQAEKjm9GEASMEYmEpnTB47CSsflrgoPDmf7TYby1ehNaC8T808ye1JsmjRoy+bkZ9LjnVa5kZWB3pSKp1UgaI0EtRzBr/XmkknTMjYZQcHwT4U19Kdn6sHgsV84iamsaq4GBgciF6YhhvvWx5pwnuH4H34uCQGTrgQBcdjm4eG4r2kYtCa7fAa/bgePYCkLqpHDsfAbm+j7DTh8ah10XgCRJqFQqnrt3OI9/sYnABp3RhyVScW4nrz8xkUGV9VX37TvAyaxSVEXbMCc2wSYFYAitdni5AxM4ejL1mk6NjMwsVqzfwgO3D6VVs8YUFxeTlJT0h7N++vXqzpINr3GwwAWSREMlnbtvf7FG/6dHd+GrFTvwItGlYQxNh97B699tpEQKJzFUx5vPPUHbVr5sjvufeZODSgqSRsfhC8U4PvySZx66B0EQCA4OZs9lB6rKTYojtgNfLtnAh00a0blTRwZ13M7mi8VoTKHUk3J48M5qIcHht9zE8FuuFrQGCAoKIigoyLdWbjdnt2ylxGBkr07H4FdfodfAgde9/gVvv80tW7dhEkWosLB21nuUDB9+Q4eQKIp/uoTDfxJH9uzh5O7dtOrVi5Tmzf/p6fxhug4aRHLr1pw5eIg+rVsRGxv7T08J8GXhlc14h2E2X33zKwsXs6pJE26ZOPEGPf85FEXB6XSi+5WYqR8/fvz4+e/iFzvor5Cfn0/CkaNVpay6llewfulPtOvVi3s+ns3cp5/GkJ1NhiwT5XKjPngQfeUhc6xKzT6XrxjQAY2aFk43fStFqBuq1LxdXs5gg4RHUchKTOSVomIEQSDd7eLmwmJaVToJCrbvZMW33zL4zjt5beUK5jz6KOorORSZzTRXq1AUKNRqSNqwEeeGjWRJEuVuD9PMAQiCwGJrdclRvSDQWK3BrigYB/Tn5pEj8Xg8iHY7YyqzYbM9Hn522NnssOP1erHZHcxvUI+Bp1Mp99bUEnMDGgQOuV3UUasxCQKK3sAutURCZYjoSbeLnjo9zT1evgoLY0lBIfXsNo66XPQ0GNjTojn5qakcq7BgFARE4PSMGTxcVoFJFFGsdhY8/zzN163DYrEQ/KvQ0whJRbDZzK3jxqEoCl9Mm4Z3+w4ssoxy6RIeScU6lxPtyVMsmD6dye+8U2P+eTk5/PDQQ+jz8rhcJ5m87t3pMnAg9Zo0qdHO5XIx9uGXuRzcFkHVijDnLn58axpmc81ywADtWzfHsGYubqMvwEwsPEebni0YM+V5LjiDUHttjO1Sl2b1EtmyPRsx0GevhXnyqpwWI/p34+DXW/BENUN2O0lWFxIX58vkfvezuczbfRm3JorynT8Q3m4YeJy0jdVU2S3/6gFr145tWdOqGVu2/cyTiwxYr5xH0hkxtBvH7G/mM+3Bu67qM/WlmeysiEQyxmLIyeKTJ0fSoF6da4z+7yM19SyrzrlQxzZDAs67Evj4mx945L47/pbxn5/5JRcC2iIESeQBr3y6iJ9mVzsxRt/UiZNzt+KKbI5iKaBzneAaTovi4mLGTHub4qiOyG4Hm/a9wpx3X/yPyuT493D9z2dAQMB/RTDEczM+YuPZCmRBonW4h9mvP/VvzQry4+dG+J0afvz8m9FqtcydPo0+4x+lTBOJIaIWhsgkTl7Z+5fGbVi/Lp+9Pu2arw3o0YENn63HG9UMRVEovbCfhN53V88pJJqiMzuJbjcYZ1le1fOipEbSGpB0RlwV+ahVmuooGUmN3hiAWalAatgB78Xt6D05GA16xg9ox+Cb+xMZHsGSjbtRCQrtBnXh3c/m0rJxfX769iPaDryd4EaDURsCsOScx11RTPmlYzhKcjBE1qY88ziB7Rvwy79Mb3gDtu0+wPrt+zhIA1TxRsLiO1BwdCOy10VkK58jxmsKJuPkXvTyFhxF2TXWQfF4kNQ68o+sJ6huGyRrPncM7IzJoGfb8WOkp13Ea5cQVVoqslPx2C1VfSWNDqfTVr02Ki1W0cxeOQWn5zhSWT62vHS0QZFEBBqqjOwAowHJFEbJub3ogmOI7j6RI6lpDLrZt3F486ulRLS+GUFUUXh8E6LWgDPjGNqEZgAYS87Rqe3Vh6JHj5/kkQ+WYItqjXI8jf6HT/PKEw/+0Y+L7xpEkS9mPM+efftxuz106jDhqiiaAb27M6B39xrPtWvRhKysLBITE2uUSbpQ5EGK8m0yJGMIJzMyf38ClZs1QRD44NWnOHT4KBarhY7tJ/2pSKPvX3qJXstX+JwUwIKZM3/XqeEuKKhqCxBZVkZhYeEfynL5b2f5p58ivD2TbnY7e7/4ipxXX6bXiBH/9LT+MLGxsf8xzoxfyDh/nqTycqj8DsUoCifT0v7hWV2frYsXc2z6DMwWC8WNGjH5u7no9fobd/Tjx48fP/9zGI1GynU6cDgBX8kkr87nbNDr9dz33ntcTE1lz5Bh9CgvZ57dDkZfvXhZUTjrdvG5oiNu4kRC58ypGlcSBMLUarI9HjY3aki7zl1wfvkVOqBIlqmvqg6kCVMUjl25AoDJZOLBzz8nPy+PhQNuZkhuHnZF4Se7le4GE6jUPKQofParSP1aahVr7Db66/ScdrtxKQpek4kpX3yBIAgUFBTQ0FJt28eqVOTKMt1Uanrp9BxfuZKjNw9g1eEjFMleVtps3KzXk+71YEbgiOzleZOJn50OXAqEtWxO40mT+HjS/ag8nspSW77/o4kREZS73WhPnGSEwYhOECj3eKnTpg0D9u5Hwaf1kVNajqnyoFcQBAzZV1AUhXr16rG8fTvq79uPQRT5zu2i+ZNPEBUVxbLPv6DFgoXEVBbc+NbtZp/Hy0ijEY+i8N7y5Thee61GwMIPk6cwYs9eBEHAoyisio+/yqEBsHrDZtIMjdFofNdRGNWZL+ctZuqkq/ciCfFxPH9bF75dtRMZgYHdU9h79DQXA9oiqbXIwPc7D7JqxiTyi9awJ/UoasHL1Ckjq+yNTu1a844osmLLHsx6DVNfeB5RFCkqKuLLzakENOyGGtBFJmM+t4yxg/oycUzNIMCLaZdYtGoD4cGBeBU4l5VPw8Ro7hwz7JpOD61WS0BAAKIugKBY30G9oig4KzVVfk1RURG7s9yo4iIAsMd15MuFq3nnuYevavvvpLC4GI/GzC/fHkmjp8KW+7eNX+pUEPTVDogyV8117NapHZ8EBbJ6yw5qt4hmxOBxNV5/8e0POV/kgaLtBNdvzylvArv37adLxw43fO+KigoyMjJITEy8pibFr9mz/yAHj56iR+d2NE5p8C9c4d9P547tabxoHaetJkS1jvCCvdz/xDP/6Jz+Knv3H2Rtuog6riUScNBWyncLf2LC6GH/9NT8+KnC79Tw4+cfICQkhFZNGnJM3azK2NKL8g16/XnatGzGa+NsTJ3xNRViAIbwWhSf3k5Ey/4AFBzbRECtpjhKctGUXa4S27bmpqENiSGsUVfclhJK9y1EUWQEQUSRvRQVFZESqeah27vx5teXydHE43SVUmbxRUp1aNuKDm1b8eX3i5ix/hJKaDJLFx7mjU/mUa4KI8Tgi04wRdclP3c9XqeGiBa+iPyKqGTKLp8guI5PB8CaeYr2N3dn/todqLTxVdemNgVjL7hc9bjo5DZie0xEVGux5aWTe3AVYY26Yc29iOXKOaKSUgjXeemfWEbfHr1pWplK+4sSw5MvvcnS9R8RYDYRZTZWXa+3PI/+bepyJGMHOXY1FSX5BNdt59MdCYqn/Pxeghv1wJ5/iTqh1QfydZNrE6jejpLSFQDZUkBSik98eu+Bg+QENEYv+UzSsKa9UQ7OZeqoMazafRRRgIkTehEXd/Xh7VdLN+KIbe9z+gTHsfnMXp51Ov/l0gOCINCxfbsbN/wVAQEBpFxDONqs8lJR+bezLJ/sy6fYun03Pbp2RKvV0qNhKOuzshACojDkHmTilOryZIIg0LpVi6vG/FfwZmbWcFIE5Obj/J01adi/P/tXr6Gt1YasKJxqWJ+batX6S3P4byF7wUIGORwgCHSqqGDld9/9Vzk1/t14vV6+ePRROHESZ4CZAa+/flX96SatWzMnIZ6EKzkA7DMaafoHxDv/CdxuNyffeJMRefkAOHbvYf4rr5DUpi0XVq3Eo9Uy+PnniYqJucFIfvz48ePnn+KXKtJ/RzkQk8lE6N13senTzwivsHC8UUPue+65Gm0Ob9tG+9JSEEVaarTMtVjQiQIWWeFekxmdArtNRrY77LRVBEyiyDqXi7CpD2Nr3ZpHevRAURRe2/4zuiNHqZBlDjmdPFyZabEmPJw+v7FF9m3cSPcrOSCKuBWFMKHazhMFgVyvF6eiUOD1kupyc0oSOWytIFCBFJUaxeXmi4cf4eEvPic8PJysqEi47Au6yfF6yZZl9rqcOJ1OGqvVWLbv4Da9niyPl0LZywq7nShJ4ia9HhcKaxx2eml1eIAFVhv9GzSgq0bDfo+XbpV6GamyTHjHDjjXrKWeWo1NllnhsHMyJ4d6DRvgUBT0ooiiKBQHB1JRWo658rEtNhZBEJAkiak/LmDx++/jqqhg5NixJDXwHdqWpF2kza8qiLuBEZVlk1SCwPByC4f27KFTjx5VbfR5uVWfE5UgoM7JuebnQK1SocjuqseK14tGrcJisfD9M88gFRUT1LoVwx95BEEQ6NuzC317dqlq/9RbsxHV1Xa3QzLz5GuzkPXBtKgdxrQHJl4V5d2+TUvat2lZ47kdu3aj6IKq77WkQq3RcufYEZy/cJE9B47QtmUzPB4vk2f9iD2mHZ7MMgqPbiSqw3B+PlRAbsEXPPvItUv/tGvTmjpzV3DZHY6o0mLK3M4d902+qp0gCFVBWFCpmXbNEf+9tGnVkoRvlpPnjUKUVOiy9zJi7Ni/bfz6MQGkZpciGYKQvW7izVdfdeNGDWjc6GpHwvGTp9me7iC8WW8U2UvegZUE1mqM9Aei+7ft3MvL366jWBVBqCefV+8ZSKd219YE/GTOj8zZl48SmsyC91fy1JBsbrmp179+sX8Toijy7bsv8uNPK7FYbYx59rkbOmX+08nKyQVjaNXjipyLfLI0l/UHznF7/470793tH5ydHz8+/E4NP37+IZ66dzST3/icPCEMs7eUB8f0vHGnv0CPLh14PK+A2VszkUOTyf55LpmbvwYEXPYKZKcduSKXnfPfY9bXC0nPKeTIqQtE9/JpDKhNwTRIaUTqtq9RAmNRZJnYLqM5euZnFq7bQWFsdzSihAzM3bSLCSNurYq2X3fwAkqoz1gtzr6E1GIwnmMbq+amKAq2vDSCG3Sses4c15C0Ve/jLL6CpDWgcxbSod3jfL1gKVZbGsaoJF+/gssoskxZ+lECazcH2VtlTBsia1OecYKKzNO+DIqW/XEUppMcE8JjU+67ahN4Me0SBzKsBHWfBNZC2htz8MonsHpEWqZE8tDdj6MoCq+/+zHLCxqj0vkMFU9JNuEdR/vmndiE9MxdVTVeY2JiuL9vCt9v2o1HEWmfFMztI31GZ1BAAJKnOlVedju57ZY+3DZ0ILcNvXaGwfylq1ix6yRnUs+ia13tWFD45+WRnrl7CM9/vIjswnJcqFE3GsGTi04w+OgpnnnoHl57YjKdN23lfFoGt957J4kJ8dcdS1EULly4gEajITEx8brtfo2uQQMKN20hrFLHoyQu9nedPB369uXnGdNZt2o1bp2Wu1988Q+X7vqv5zd7k9KiYj4ePgJJkal72230HD686rWsrCyy09Np1KLFf71x/meZ99prdFm0hKDK34wfJk9h2tYtNdoEBgbS7+uvWPH226jcHpKHDaNVt/9MY7+srIzQ8vKqxzpBIOP4cUKWLKW/1YaiKMw5ncrUjev/tvrMfvz48ePn72PFJ59y+Ztv8FRUkK7R0KhlSzo9+ACNW1/7APCPMHzqVPLHjqW4uJg+yclX2USN27fnqNlEB6uNhmo1FVoNFquNkSZf1L1TUUg7dYp7vApb3E48CtRXqciVVHQfMADwlaWhtIwgUSRekkh1u/neaiE9JpreD08hoU7Nsj6J9euTptXSyu0mQBQ55/HQxuslWJJYabORp9fxrcWCDEwymRAEgbUiCHY7vbS+eeWuXceq7+dxy+3j6DNrFt8+/jie8xc567DztNlMmOQ7EvnRZkUdGcmHly7xhMHIcbeLuio1ZkFgvs3KeKMJNTCjvJxWWg29MzNRZJkjKQ0ZfuoMy+02CrxeskOCeWf4cC7WqcNPUx8j+/Il7jaZ6Vdewfwzqay6uT/6y5dxhobyzFtvseqdmQipZ3AGhzBq+ltV167Vahn7xNWliet27cqxRUto5nAAUBASjNXhwlRpoxRpNNQJC6vRxxEfjzftEpIg4FAUvAnXtq3rJNVGe/F7nEk9EVQaalmOc9fYF/lo3DiG7d6LRhDI/Hk7i2SZkY89xpUrV7DZbCQlJSGKIgO6tmHH3B14Ixsjez040/dxrPUIJLWe45dK8Hzw5XUdDb/GaDRhyT6DOa4BolpL8dm9tIgL5afVG3ln+RGcwXXQbFtGlDcPR2wfBEBtCMIQlYzbUozGHMHB9MPXHV+lUvH9rBf49Nv52JxuJkyaQmzM1cLfISEh9EjWsyUvC4yhBOQd5P7nb6y/93+NVqtl3sxnmPXFPJwembGPjf5bS2I989A9CB9+yfmcTIL1Iq+8PBXw7c+++mExFzPzadEwiZGD+l/Vd+n6n9HX7w6AIEoEJLUkvvQA7dvef8P3nb1oE/bYDugBG8l8tGD9dZ0aK/eehYh2CIA3qikLNh34R50aAJIkMWb44H90Dn8nfXt05fPlb1Fm6IotL81XPqzhzaQBr/+4i5R6Sb+7n/fj59+B36nhx88/RFLtRJZ//BI5OTmEh4f/n5f9cLvd6DUS/RNceMWL1J8yik+XbCaj1Etkm1twluVTX9CQkJDArJd8AnSjH3mVS78aI9ikJSTAiNSy2oDRxTQiL/88QnR1iqpb0uNwOKoOw0Sqs1BEjQ5BlNCHJVBwfBOagHAsmafRBIRTdHIbrvJCDOGJuG1laALCQRDx2C00quUzzls2SeHn9eexF1xC9rgJrN2cotM7sGSl0iG4jPIogWNndvrEvuNSsOdfQqUzYclOxVmcQ2z3cRyylrBs9TqGDKy+jjNnz3P/s2+RTRQhsWqE4Dj2Z+axbuY9NcoRCYLA049M4vLTb3I6E9SKi+ToYKqPB0FBqCFcN37kIMaPvFrIuGmTxvSJ38TGS6eRVTrqC1k8eOcL172He/cf4sNNF5HDW6DUCqPwyBpCmvRGKc+jX6OIvyQQ+XfQukUz1n7RjHufmcFxta98FiG1WHd0N0/JMqIoclPvHlxbHaMar9fLrHHjqL9jJw5JxdpBtzLpg/dv+P5jnnqKOVYr7qNHcQYEMObNN2/Yp9vgwXQbPLjGc7vXruXgOzNRO+yI7Ttw7ztv/8+JosWPuY39M96mmdXGLpMRa3Y2t1/yZTztPnWaE4mJNGnThuUff4Jl1iwSysv5LCmJ4d/NJbHOn980rZ83jyuHjxDeqBE3T7zjv2ZdXWnpVQ4NgOCcHOx2+1W/2/WbNKH+3Ln/7uldk/OnT3N81y6adepEnd9kVoWGhpJRty6eY8dRCQKnNGoEQaSN1VdiTxAEmpw/T1paGg0a/LPp/H78+PHjpyZpFy9ifXcmQ22+Q+0sj4fzK1ay4+hRQlYsJyb+zx8yRUREEBERcc3XGjZvzsUnn2DZ9/MQFIXwIYPJXLsO+7HjSILAwnp16DN2LKUbNnFrZSnGEkXBEl59wD5n+nRiLl9msN5AoSyT6fWyR61mcmk56mee4+2Vq3hs4Y9VDpWmbdpw6r57WPbjj9iycwgXRXa7nDgVOKpWcVObNsTs20+MJFXZFP1lmO/xQqVZHK4onK7MTGjSrh2bJBW3CAKfer1UKPDL7BSg4sgROmg0fGCzkuZxc9HjJUoUuctkQhIEDrmceFEwCSI6RQFFYfRXX/Fe23YkI9BJq6Oxy8NPb7zJPe/O5Oxdd9Jr+owqYfIRqWc5PnoUw7/8krS0NLIvX2b89LdqlHO9EZ0HDGBNfgFrVq/GrVYz6bFHWfjSyzQ7dAibRot11Ahu/U1pqQkff8x3j0xFl5eHOzGRO9+dedW4x0+eZsp7i5GbjcR2fh+1yOaHObPRaDQYz/4/9u46OoqrDeDwb2Ylu3H3BHd391KgFHco1uJWSoEWaXFogRYpxSq4Fy9eXIq7O4S4e3azO/P9sSEQNAmh0H7znNNzursz996ZDcnMvPe+7020acfgJ8tcPn2GRaNGoVu1BlujgfUVK/LF6lXUrFqRiWYz2w6dRqcWOOyTC0NaKiu1jRPXg16TmjZNrRrVKJtnO5evHgJBxJVYvh06nkHf/YbZqxxqQPIsye0Ty9F7W1bVA0imVIS0IJWVYH5lHzqdjsEvSKv1mCzLREZGMnrQZ3xw+hwPHwXTdMhg3NxcX7rPP8ne3p4xX74+UJAdoigy6vPng09jps9lZ4gDom1+9u17RFjkCgZ8mnGFiKOtHnN4Eqq0OpZCUiQzxw/PVB0Go5Rxm1Q5CzU43v38vv8ce3t7Fk0cyOzF6zgVeYGkYm3TP0t2LMDfp84qQQ3FO6cENRSKd0ij0aQXSnubjEYjnwwex21dMZDdKZh6lW6tP+LH3bdxy5WXhKBbACSbUjhx+gyVylsKvo3s0YqvZ60gUrLBVUxk1NBubN65l9U3A9C5Wv6AWcXdo1Wb2szcfQ3JvQhmQxJF7VIyFL4q7GnDxdMHsMlVitTIAKRUA3Z+RdG75eLRweW4lfwAU3IcNp75sc9Tkrj7F4m4fADPCk2w9S4IgBz1NwDdOrRi1/FxPHKsYFnSem4nsikVlVbLjYAwDEkJ2BT8CCtHN0JP/YlT4Ro45rOkNQo7vwfZlIqosyMyKjZ9fJcuX2PAzHUYirXFISWR0FNb8ajYDASB1NRUFq1YS3xCEp+0aYqzszNqtZpfp31DcnIyWq2WQ8dO8u2yQxg9SyHHh1CnqAdi2jLy31eu5+q9YPJ6O9Ove8fnHuJ+P2owPW/fJiExiRLFi72ygNrBE2cwuxZCwFL4HFmmRNxhOrRqwge1a7x0v2et3bSdA+duYq2WGTWgW47XkBDFZ4/h5VeZZrOZ31asJSomnrZNGpA3Ty42LFxIo4OHLQ+RTSaubtjAybZtqFi9+mv6Fek+adIbjT0hIYHzI0fRKiwcgJD7D9mQNw+t+metXsn7rknPnlwqU4aTx0+QFBdLh59+hrSbjSpx8ezds4di5crx8NdfaZmUDGoNeR48ZOt339H3118z3c+9Gzc4smUrvoULEXr1Gt4/z+VDs5mHosi0kyfxzJOHAuXKUuU9TdP0mFX+fETv3oNT2jmK8fF+r+tP7Fm5kshx4ykbF88pBwcejBtDvXbt0j8XBIHeK1ewdswYVPEJ+NapTYGQEGLPnsMh7XdUsKMDldzc3tERKBQKheJlHt64Qf74BEh7eOurVnPSaKRRSCjHtm2jdZ8+b6Xfu3fuYOfryyebNuLg4ABAcq9ebFywALMxFY/kZG78voiL3p4EhUVgJ8vcr1mdL3o8qeMXdeECfawtD/DdVCr8VWrUZomiVpa/r45/H2f1zz/TefDg9H06jBiBefhwDqxfz51x4ykQHsFRW2s++/VXzq1chasocs9swjctkBJsNnPP1RU5KRlBENjs5UmrDu159OgRU5s0JeXOHe7LEu2sbXlkMnEl1cjHemvuyxJf6yxjq6/T811cLAXUamIliTCzmcupRpxUKkY6OHLJaGStszMLS5YkIiKCSnZ21EyrRwIQeusWSyZPJgUwPpUqyoiMRqdjzdSpMH8BPolJzC2Qn0/WrMbV3Z3L589j5+RE/tdMIPmoW1fo1hWAfWvX4nXnDgkGA3fc3GjxgnSiTk5ODFqy+JVtLtuyF4NPJUTAqXA1ooIuEBsbi4eHBylOThAVDVjqrQQCJZavoJLJEjgo9Pdx1s2aRadhw6hTowp1alhqJ7ToP5bHia5kyYyd5vVPns1mM1qtltU/jWfe4lWkGE10b9cML08Pnk3+5O3jixx4mHDHEsgJEYjhN5DtHbGNvszg3s1f29fLmEwmen01icuxetSSgZYV/Rnap2u22/uvOH0vGtHN8rMpOPpy5MoFnk3a1f/TTpwZOoFrkY6opBTal3N/7c/zYxXzubL5QSiivQdSXDCVCr44wArQrEohFh2/ieScB034Vdq3rJDdw1K8go+3F9+PHMSe/Yf5ZsNVcM4NgFXcfcqWbPFuB6dQoAQ1FIp3xmg0MuWn3wmLS6F4Hg/6dG3/1mYtr1i3ibu2ZdDq7QC4lViSw8fP4GiOIcHKGo2NA0khd4go1IBBv/9Nu9OXGdKnKyWLF2XbwonEx8djZ2eHIAgUKVSA0G+/488TJ0iVRZx0IlY6PRM7VmL30bM4u+v4oteTHLyhoaHsvZ2AtV9xksLuofctwoNd89E4uGOOCcLe2gobr3yEX/gLt1KWB5sOeUpjjIvAlBxPYvAtbLwKEG9Sc/nyFQaMnYFZkqnndYM8ufz54e8I7Kp9gtbGEYMhkehrR3FzstSs8KzYlPCLf6WPxdrNn9Az2ynk40zrr0Y8OT9bLRfxAGqdDdae+UgOvEpdXzVfTprDNasSSJKehW360LVZPT7v0x2tVoter2fX3gNcv32f0W0rcuHabQpW8qd54wYATP35d9bf1SDaFeTQ1SiCp85h4lcDn/t+nr7QW7t5O39fvI2zrZav+n+aIfVLuRJF2LD+CjjnsRyPOY6hg3pQpHDB1/4MyLLMrF+WsfPwaYKt8qL3KYJsNPPpiGlsmDcpR3/2ujSpxbVfd5LsUQZiH9GwtN8LZ+fIskyvrydxQSiCSufPzkmLmDu0I0lRUTg8tZ2LyUxEeHiOje9VAgMDyRUWxuP8TJ7Ahdu330pfT6/meRdKlC9PifLluX7pEpcXLaZKUjIA162syFu2LJIkoTU+yassCALqFxRRfJmzhw9zvv8APoiI5L5azQ1rPTXMlpvf0ORknDdupI5KzTWdFWv69KHd8GEc/vNPbu8/gLWvL20+H5SpWV3/hI4jR/JbTAzyxUsY7O1pOWniux7SK91asoRmCYkgitSMj2fz4iUZghpgecDRe/bs9Ncmk4nZl69gd/o0yVY68vXvi4uLy7NNKxQKheIdK1WlCst9fWkZbCkMfNSQQmGNmjtaLf5FiryVPtfPmoVp9k/kTkjk99z+NFuyhLyFC6PX6+k4eDDLxo+n1MKFeCBQR5ZZW7UKdX/8gZZ+fhmudfwLFkK+eJlEWUYvCMSrVVRPe869JdlS40ye/iM/37pFvzlz0vdVqVTUa9uWUnXrcuHMGVz3H+DGoUN8NGokM3fvRoyO5nZqKo6iyCUrK77dt5ftM2YiyBKN+/TB28+Pvv7+fGWS2KhS0VpvhygI5FKrWWtIYXWVSjgfPpLhmO0FgdvGVIppNWxOSiIaiRF6RwBKaLUci4xClmXc3NwIrFiRuAMHsRdFtqhEvE+dot6Zs+xzsGdF/ny0vH0HAdhfpRL9W7ZkReUqNDEYQa0m9917bJgwgdiHAVQ8e5a7Vlb8Wro0hcuXp8JHjShWrtwrv5srP8+lZWwc6PTUiohk07RpFF+zBoCUlBSsrKwydb0pIme4NhWl1PQVMzUnjGfN6G+IDQwkARl1SDAuKQZICyTZiCLGuLjn2vymd2vGzF1LtFHAx1pmwriXF9iOj4+n18hpBCSK2KklRnT7mCF9P82wzYdl8rBg/ylUfmVRRd+nVe0ytG/eiL0Hj+LtWYiSxXsSFBSEt7d3hkLpWTVv8SouaYqj8rFFAtacuUSre/fIkydPttt82q69h9hy6CxqQeLLz9ri7+eb6X0DHgWycdse/P28aNbow3/0XkL7TA1QrfB8TVCNRsPSmeN49OgR1tbWmb6WXLh8HfsuB5Ic9BA3Oys+a/sRnVo1fen2vbu0o3TRs5y+cIW6nVtQpFCBrB2Mghu37rBqy25sdFoGftbplf9m6tepwfW7D9l19iQi0L5BGQoWyLmUZwpFdilBDYXiHRn07XTOCEVRafWcvBBK8oKlDHnJDBCTycSUn37jYUQC/q62jBj4GWp15v/5msxmBNWTh+OCqEIGxvRoyswV27l67wGuldIeeLkVYMvJo3zR23JRKwhChlUXAImpIs4VW6VfRM3fdIgdC8ZRN21WztOu37xNot4Hnb0rgkpNzK2TqK0dkU0m/D/+gqirRzDEhvH8bH4Zx3zliLi0D71bLlw1KTQbPA3Xqu0AgT9ObWFejSqoHLzQ2jg+Oa5nirmlJj5ZkZEUdh/XEnWJvLqVXuPm46CVmDikB2qVZfaQkLbCQJ2ayBf1ClCscEF6LTqDWicSdWU/7lW6sjbIyMnPx7Jy9jgmz/6NP++rER290Z0+ytTejalU/kmx69N3whHtLa9VNs6cf3j3ld/T8nVb+OlQEIJzIcxhKdwb+T2/T/8GAEmS+OvYWQh7QPTNE3i5ONCjZb1MBTQAps1dxNo7VsQk6HDNWyT9fD0yOxIeHo5er+fz8bMISgAnrZnvh36WpQvsp1WtVJ7FHm5s++sgRQoUo16tF6+wePToEedjbNB4W36+UnyqsGTjLj7v0oVlK1fRKToGCdiWNw9DPvwwW2N52u2rV/lz+HB04RGk5M9HjwULnqsR4e/vz3Y/f0oHWJbH39ao8a2QszN/Au7eZW3/AegDA0n28aHtz3Pwy5s3R/vIisIlSnBr2FA2Ll2KKMk4NWtKh4aWJGGp1asRvvVP3IC/bW0p1Krlqxt7yunff6dxZBQIAvnMZrZFRkFakO6B2URrK8tsyGIGI5s3bWS3jzep347lw5QUomSZuTeuM2D+/Bw/3uxQqVT0+uH5VA3vrWfuMQXp+ZvOZ6nVaoYsXZKeOvB9CSgpFAqFIiMnJyc++PUXtvz4I48uXESKi8XPzh67Vq1o8BZqOUmSRNDiJbRMe4jdJiCQrdOm0fe339K3ST5/Ho+0CSE6QcDxwX38/f2RJAmz2Zx+31K7X18mrVlD+dRUQmWZpFo1ORKfQOLFS/iIKspZWYEsE7xpC9sqV+bjzp3T+5Bly0P3M+Mn0P7efQBW7NtPmZ49yLNgIdcSE4mRJEhIYMm48Yz87cnK0piYGAonJqPR6VBhKTL+mLuDIw0XLGDcR40Jv/8AN7WaYJMJgyyjEQVq6vTYiyKz4zM+tBeTklj6ww90Hz6cwcuWsm7WbFIiIwndtJGesZa/u/Xi4kkoUYKkr78CWWZoo0YkJSWhNz2ZJCIIAgHnL9DzYQA6lZo/4uJofPwEeU6d5tCqVcT8MJ1qjZ6vXfCY2mh45nUq0dHRLOzSBZfbd4hzcqTa+PFUes2q2EHd2nD+m58IdyiOmBxF4yJOODs7A1CuVi08Vyxne5OmfBQRieHGLeaYUhmkUqERBP50c6Fe+/bPtVm2ZHG2zi/+yok8BoOBeYtXsmn3IWL96mHl50Y0MGXRVmpWrZi+3bJ1W1h28DqyaI10bh1jB37CRw0sNRSaf/wkuW3eF1xTPwx4xIbte/D38qBFk0avDQRExiagsnqySiDVypGQ0PAcCWocOX6K8etOY/YohizJ9Bo7lw0/jcY6rdj7q1y+cp0BM1aT7FUR6XoIR8/OZNroL954TJnVp0VtpqzcT4zGDTdTCIMGtH7hdoIg4JeFNHjXb9zkt0MPEHyqYuNTlYT4ELSZeNZRqXxZKpUv+9rtFM+7duMWfaatxOBTGXNkCqe+nMCq2eNfmTVi4GedGPjZPzhIhSITlKCGQvGO3IoyofKypC9R2Xtw7u7Fl247YspPHEj0R2WVm3MhCcRO+Ynp32T+AqZT62Zs+Xw8oW5VkZHxjTlNuxZj0el01KhSgV6jfuDp3mUETCYTs35ZTmBkPGUK5UqvCREZGcmlq1eJ0sbiVLAyolqLQXr5wy93N1cSrs4jztYdY0wYPrU6IQgi0TdPkBz+EOeiNQg5sREpMZrIK4dwLFCRhMDraGydkUxGCL9FjTIeGI3gWLpRes5Uu/wV6fbtPGRzKvYmI6Jai0qjIyX4OvFu/uhdfAg9tZXE8AcEHV2H2toOW98iaGydCExREX07BFNCNPs+7sDmRbM4N3MFgfqCqAyxtCrnSffOHTl77jzIZmJuncKj/MeWoIdKzW1tIXbvPcCeK8Go/CzFzQ3eFVi8eR+VypchMTGR+Pj453K56sRXP1g8dOE2gnMxAFRaHTdDZUwmE2q1munzF7M3xgtV4cI4AfqgQ3Rq9eJi4i9y+WEUarsSyMhIqYYnxdTNCTg4OPDlxNlctiqDaK0mWpb5avpvrJo1JtPtPytP7lwM6NHlldtoNBpU8pObOlmWUAkQEx6ONjWV9clJyDKYZClHZiFtGfIl7S5dBsAY8Ihlw7+iwaCBHNmyldwlilOzUSP0ej2NFsxj0+TJaJJTcKpbhzYdO75x30/b8NVXtLtwEUEQkCMiWT/8Kz7/Y91z222aN4+II0dJtbej3aRJ6TeWb0OTXr2g1/O5c/vPm8uGUiU5F/CIUo0aUrbGi9OcSZJEWFgYjo6OT83yyfidWTnas8HRkUIBgYQ8U/9FQuThtu00Sit66SwIqI6feOerWf6t/Nq25szUaZRNTOKMjQ1+7dq+fqc0bzKzUaFQKBT/jCKlS1MkrYaTyWRCEIRXPox6E5IkoUl9snLTDNy4eJHfBw8mf5061GzWDKODI5IspwcLkh0cWD5pMjHr1qEym1E3bECPqVM5sPAXvlKp0agtKwDWBQTSbe8epvbtR7v9B9L78JRlrjx4mP767x07OD5+IkLQI5JiYjFY22AtirS8dZsrXToz12yiv0ZLPo0GWZaZum4d5oUL0s+Jvb09YaJlbEU1WrYnJ/GR3ppIs4nAyhVxdnam19yfmfdhQ/RJiRTSaBlsZ48Z2JCcRFtrG0QZtiQlUd5KywmDgbupRny+n8qYs+cYtXQJHb4cAsBPe/awOzSMBEnGURQQ1Crqfvzkml0URSIqVyZ6z184CQL7HB2wyZ8fXcAj5LTZWXnTHujWio1j2/LlrwxqWNWuzaPlK/GVJC7prPD+uDGrR46i/ZlzqAUB4uJZM27ca4MaPt5e/DFzBPsOHsXHqwjly5XJ8PnJPXuoGRYOooiVINBDo2V20cIUL12a2l27kr9YsZe2/bJrOZPJROch47lnXxGxWDtiz+3EsUBFtHYuxJtVmM1mVCoVRqORX7afItW/OlpA9inOgdOX04Mar3L56nUG/GgJBJivR3Dk3I/8OObLV+7T9IPq/PXzNkxeZZBlCe+UO5QuZakdsf7P3azYfRJJFmhUIT+9u7R7ZVvP2n3kFGaPYunnJViXm8tXrlKxwosLYj/tt/U7SfGpggCo7D05fO8RcXFxz01AfFsa1qtJlfKlCAgIIE+ePFmqBfMqV2/eJtXOh8dTMEU7T26l1fpTvB0rt+zB4FMZAJVGx03Jh6tXr1GiRPF3PDKFImuUoIZC8Y7YqCQS0/5flmWs1S9/4H0rPBmVk2VGuVpny+3w5Cz1ZW1tzZpZ37Jo1XoAPv1mTIYHVx0bVePasgMYPUohxwZR3F1N864DCHKrgpVjIY4eDSIuYQUdmjWkw7BpSCXb4mhKJfT0NlyL16SktzWpqakMnTiLOxEG7DQS3/RuR9EiBZk4fzUu1TqRGHwbO9+i6UEJp4KViLi0D2v33Dj6FkaTGkOqQ27ubZuNtVcBbDzzEbhvEX/OG0OZ0qX4ecFvHDgbiSZtVUb0zRP41++BOTWFsLM7QTKhx8DqGaPZsecvlm7ZikedT/GydiBg7yLcyzZErbcj4MAy3ErURefiA0DomW00/XwaC0d/ikatws3VlaJFLIVx8+XNgz5wBrEm2wwrOTCnotGoEXj+An3BsnUs3XcVo9oG16RA7GKSiFK74SRF8flnTV75PelVMrL8pNidTkhFpVJx6uwFNu45RjTOOBWphkqjI1q2JS4uLj2n8askJSUhpMQgaU24FK1J2Jnt6Gzs8XLQ0K95daysrIhIkhFtLX8SBEEgMuXtz9L29PSkfgEbdt6/jax3wj32EoOnDGHb7Fm0TUyCtJzLd+/e49Lp01SqWfON+tM/lcJKKwgkXrvGoTZtqRcZxR2NmiXdutF13FgKlypF4bRl+5klSRK/Dv8K6cwZjLY21Bk9mhKVKr1wW11UdPrNnSAI6KKjnttm6y+/4DzleyqYzZhlmYX3H/D1ju1ZGlNOEASBVn1fXYQwKiqKhR06kufWLcLt7Sk64mvqtmtHlX592XL+PPVCQrltZUWhrl1pNngw9+/fp/6dO+we9Q3VIiO5aq3Hu2N7Qs6cyRDEMOp0WQ5oKEEQiyY9e3K2SBH2HT1KiRo1KFO16rsekkKhUCjeksyu3r5w/Djndu3Cq3BhGrTL/INYtVqNVKc2wRs24QXMSDXQKzAYh3XrOb91G7sTE2n3/XcsDg/H7t497iclobt5C86ewxpoorfm4eq17K5QATE2Fs1Tf6cdExJQqVQMm/szixs2ok3AIwRBYJerC3VatwIsf9uPjxtP24BHABhsbNmcFmiIFQRsnJxwNUvk01geiQqCQEm1mqWzZ9P9C8skMFEUMdesyQ97dpNPpeZuqomLxhgctVo8r15n2bhxmFMM9NdqOY1MPV1acWvgcagody5//gwPR04xUFWno7nemsVJiWi2b6dPpcpUadqUJr178cjJidYaLd4qFfdMJo7bWdL/RkdHs7BzZ9xv30Z0cGB786a4ubhQoVkzqtnasvnKFZqGhmGWM65el9Jqp/y1Zw+xUVE0adEiQ3ra7pMns61QIa7euEn+6tWo0bgxv+7dZwlopNHHxCJJ0mtXYdrZ2dEsbdXDoc2buThvPmqTCZfGH1GoRg1u6HWUMxgBCLGyotmQIdT66KNM/BS92Okz57hJLnRay32pW5mGRF7ah3OxWvjbyulBqaSkJAwq6/Q7L0FUkZLJjKi/r9+VHghQ23tw9MEjYmJicHR0fOk+ZUuVYOpnBv7YfQy1KDN08hD0ej137t7jh83nkLwtq7gXn7pH/lxHXroq/UU8nR0wh8Wh0lsCEXpDFL4+3pna99lrXOGp697HAaC3zcHB4bn7z1NnL7Dr4HH8vdzo3K5Flq/Fa1SugP2mn0mxtWR9UIVd4YOmdXNszIrn6TQqJHMqosoSYFabkrCzs33NXgrF+0cJaigU78iwLo2Z8Ntm4mRrPNWJjBn7fK2Fx2xVGWf82zzzOjOsra3p/1nnF35Wu3plFrq5sP2vQ1yNvcPJGE8k74LE3jyOQx4BK0dvTly/SELiemJ9aiKIKlRaFU6FqlBFvMaPY8Yx7sf5HDPkQ+VqTQTw9axlbJk/gbBkEcFBRGPtQHLkI0uBayA1KQ4p1Ygx8gHVPQ08DE0mQBRxK90AG698mA3J2H3Qg7U7D1GmdCn69/6MVc27ER4XgaDSpD/4V2l0eFZsSp74M3zWpBoiMltP3sHzg15orC0XXH51u/Jgzy/Y5y6F2somPaABYOtVEFGrY8yclRxdvyD9fYPBwCdDv8NUog1W988TtP933Ku0BZOB0laBfFDnU05fucPGm/cQHHywDjtH2871GL1kP2b/yqiAyNSCNHJ6yKdtm+Dh4fHaGdCj+neh5+gZBOOCtSmO/q1rcfrcRYbM24Zcsg3OJiOhp7fhWbEpLkJipmblrNq4jblbT5MkOhJ/aTkOnrko4ufC8C6NqFWtSvrNjZ+TljuJKai0OmTJjJftP/NgeNJXA2h++iwhYRHUqTkKW1tbrN3diZFlS6FwIFhvTTkfn9e09HpJuXJhDg5BJQjEyDIPo6PoEBUNgkABk5mrm7cgjfk2W2l31v34IxVXreZxWeU1X3xBkUOHXvigwVy4EAlXr2EriiRIEuZChZ7bJuz4Ccqm1Z9QCQJed++m17Z536z99ls6XrqMShAgPIJ106ZTp21bSlSogMvWLfy9Ywe5ihblo2rVAChevDgUL86D4sU5vXcvBcqWpWT58jy4fZtVN29T4u4dAlxcKDrw2dKDL3fl9Gl2Df8KfXg4CXly8+miRe91PYi9GzYQcOEihWvUoPIHr59lmB1lq1enbPXM32QrFAqF4r/r4KZNhH09gvrxCTxQqVh08SLdJ03K9P59Z89mS+nSXLh/n3xr1uKQmARA6ZQUduzYyYcdOzLsz61sXb6CsiNG4iNJoLfmjNHAtdRUCqvV7L11C9/atbiybz/FjEaMskxo4ULp1zYtli9j248/IpolKn7anbyFC7Nt0SJuLV2GePcupAUtrASBRFnmsixxuV5dPvDxIUarZW1CIs2srbESBG6mplJ7xiw26XQ079uX88ePU/niJUra2rMiIQFZJVLLSkcVjQbCwrj5+2IO1q1NdeBSqpGqVjr0gsAhWSasTm12+vlRvUsX7vboQbOwiPTz4ieqWJeSQqP79zHNns24336jqL8f3mkPl/Oo1Vx9aFlxsnrUaNqfPW8JNsQnsk6lpvuxo+ltNVy1kj3LlhF+4SLHr16lQFIyR729qDFoIIMqVKDmvQfYCwIDhg5j+pXL6fcBgiDwcbduGb4vx8qVuHfkCHnMEgZZJrFw4Sxd34aEhHB75GhaxMQAcP3OXaLz58cwcAAbVq5GkM04NG1K5zcIaABYW+sRTE/SZ8nmVNzlcKpY3WTspKFPjsfRkXz6JG4/Xm0efpN6TV6+MuRpwjO1QgQytwK8aqXyVK2UcfXE6fOXMDjmQfN4vM55OHXhapaCGn26deDSqO+4EGBGLRvpVLck3t6ZC2r0ateY898tId6jPHJCKA0LORIdE0vXr6YSmqLCRWvmu8GdKZrJ9MQ5Yc+BI4xbfRyTRwlMjyK5eHMG078dkqU23NzcmNa/BQvW7UJCpEXzMlQsV/rtDFgBwOCen3B6yETuqfMgGhNpXEBP7ty53/WwFIosU4IaCsU7UqNKBXZWKkdiYiK2travvLj6tn8nhv2wiIgUNa5WJr79sluOj6dIoQLky5OLOr0nofIvhApwK92AiIt/4erggZVoxkqtRjIZSYkKQlRrEZFp1/wjRFEkKDoZldWTXKCRBjUmkwl3vUScLGPl6EFC4A3iL+/GztGVUo4GmvdtiKODHTWqVmHV2vUMm7cZO+/CqHW2qHW2lgvQp1ZDjOjXha9+30fU/StobV3SVzWYUhI5d/EKw8w+xF/Zi9qrCJpUY/p+kikVe//iGOMisHLyIDkyEH1aYCMp/D7ORWoQey+Vm7fvsvfQMcqWLIrBkEKAVQF0ag2O+Stgn7sU+SP20rl1UxrU64Ioiowc1APb+b9x+OQuPm3fgtx+3iSrbZ8sndVYkZwKuXLlytR34O7uxsb5EwkNDcXJyQmdTseI7+aQ6m0pECiqtdj5Fsbj0R6+G973tRfkZrOZBVuPk+pXHQ3g5FWU6prr/PCCC82Jw/oycurPPIw24mwF343un6kx54QKz+RCbd2/PzNPnsLz+HGSNFpsu3xCvnz53rif7r/+wqqhw9BERqIqXJjCQYGw70D655Lw8uXxr5Nw63Z6QAPAJySMiIgIPD09n9u258yZLLOzx3zvHqo8eeg5Yfxz28guLqTIMrq08UQ5OuTYEu+cpk5ItAQ00tgmJmEwGNDpdHj7+tKqZ88X7pcrXz5yPfW95sqfn4F793Dnzh0qenllKd3W7pEjaXfjJgDmyCjWfPUV/X799TV7vRsrp0zBZ8FC6qeaOL9yJX+O+JqPP/309TsqFAqFQpFNN1avoXF8AgC5zGbO7dwFWQhqCIJAs88+Q5ZlZu3cBWlBDVmWSdU/mbQT9eA+ZcxmSLsuyKNSczE1lSB3Nyo3bUqhEiXYBew8eBDJwYH+48al75u7QAF6z5uX/vrS6dOkTJ5Cm6RkfjMYMKk1qAWBOyoVTv364tm6NQnnzvF3+/ZMlSFJr2dqXCzeokiQ2Uwps5nte/dC374c27mThLBQgkWRdjY27EtJpuRTs9rzm0ysOHKUqS7OVDUY2JGcTJxkJkSW+LBxY4rUqoWzszMpvr4cC3hEea0VWkHgQqqRvja2lE6buFTUaGRzYFCGc2fQWyPLMqrYmIyrJ+Ji09PMAuQtXJi8ad/J9UuXuHv1Kq3q1OH44cPUvf+ACmmpO/OYzEzo1IlpW7e+9PtqPWgQm1Rqrp88SUB8HPmqViUsNBR3D49Mfd/Xz56lRGQEpK0SKWw0sufUabqNHwdf5FwNhxLFi1HLcweHwu4gaazJY7jBipU/v7C+xG9TR/L93MWERcZStpIvH39YJ1N99O3YjPOTfifOvSxyQjgfFnx+pUFmVShTEv3O1ZisLam5hKg7VK5f5jV7ZSSKIvOmjCQlJcWSijcLqysKF8zPqikD2bJrH3n8i/BB7Rp0HzqJQNdqCIJAGDB+3mpWz/o2S2N6Exv2nsLkUQIAta0Lx+/fyvBznVkVypaiQtlSGd4zGo38MH8J0QkG6lUqSYN6b7Zq/98m4FEgx06epUyJIjlelNvGxoa1c8Zz7twFHB3tKVjwnwuEKRQ5SQlqKBTvkCiKmZp5XTB/XjbPm5CtC4SsMJvNyMKT9gVBQE6OxSXoECNH9cbZyYF5zXtiVaguqUmxWIeepXrVHgDkdrfjfFA8Kp0dsizjpku11IL4ug8jpv9ClEGkbEE7Jnw5BJVKhaOjIyaTiYmzfmHRn39jKxjw8s9L6KNbWDl5orV3Qbi1l/6zR6aP58K12+hyl8U7V1kiLu/j4d5FeLu7oEpNwqFKJwRRRbJHIXSOXkRfP4pjgYoIoorgo2vwa9AXyZBI7LVDJKYaibxyALXeHju/YiSHP0RrTuKzqeswuBVlyemjfOgvEXvrMvGBjiDLiFo9FeuVplH9uiQnJ7N83WYO/X2S63IuRN/GTNh4ni8aGckthPHIXABRpUYMvUzDThnTvoSEhNCo+1CS1Y5ojLGs+OFrShZ/MtNIFEW8vLzSX1tbqZHiLTVDAKxJZuGUr174sPxZycnJGIQnN5qCqCLF/OKH9lZWVvzwTdZm1bwtKpWKIcuWEhUVhZWVVYZi3pIkMWHmQq4FxmKjkhg7qAt+vplbxeHs7Ez/358Utbzw999su3SZOqFh3NRZ4dK2TbaDGvZFixK8bTteaSkDAry9cHNze+G2Go2GT7+b8sr2Oo0by9yHD7C5cpUUe3sqjR71jxduPn/0KCcW/gJAxZ49KPOSWf9+H9Tj0qFDlDAYSZYkoksUz3ZdBp1OR7FX5GR+6X5R0en/rxIE1E+9ft/Ebt9BrVRLzoTSScls3bgJlKCGQqFQKN4i6ZkHp1I27ycEQaDY55/z53ff4x0TzdUCBegy5kkNtuotWrBnzRo+jLT8HV6VaiTVzg7bvHlomVZkuUHnztD5xavHn3bp2DGqJCaBINDW2oZ1SYnEFi5Eua5d6d+3L1sXLuT8yNH0SXvYby2KuIoi1qJIfo2GP5OTMOt07Fy6lJi58yio0XA5NZXfEuJxdXJiU3IynbSWfbckJ9PCaGSXKp4P9fr0MaxPSmTPpEkwZiy7jUZqSBJuosj3cbEAhEsShZ6qE5ZLrSHa04MNkox/cAj3/HzQFizInHLleRAeTj5JorAokiLLxBcp8tL7usIlSlC4hOVBcXhgIAXTrgETJQmzLGNOSHzhfk9r3r8f865f54N9+/A6fpKVq1bRYuUKcuV//cPRIuXK8aebG95p11NXrLTkrVjhtftllSAIzBg7lDNnzxMXH0/1qh0zpNZ6ml6vx93FiV1XIjkRGcn2v79h6fSRGe4TXiR/vjys+m4Q2/bsJ5dvUepmYVXFs/Lmyc1XLSuwbOcJzDJ8VKUQtatXyVZbmblWNhgMaLXaDPcnHh7u9OzypCh7vEmV4fN40z97vyCSMYW2Sjbl2D1Lj+GTuKYvi0qr4/D6cxiMRpo2enVtmP+KvYeOMXbpfpKcCqDZuYn+9QvSuU3THO1Do9FQseLra7koFO8zQZafSdr4H/Y4/3xsbOw/VkxJofgnnDh9lh0HT+Dp4kCvLu3f6ELiy3E/cCjOE9HGBW3wWYa1KEfjBh+gUqmYuWARK+47o0rLe2oIvc2vvapRrmxpzGYz30yby82QRGzUZsYO6Eye3P6v7Gv4pJnsi/NHNqcScWk/UnIsagdP5JR43IVodq7+JX22tsFgoHmPodw1OGIyJqOxdcZNJ7NmfHdG/7SSq1rLhb8sywTvnoOVX2lSIh8hm004FaxIfvM9vL08ye9hz7p9p7gTEoeoVqPW6NC550YXdR2bqt3Tx2a68Admr3JYuVtuwBLunmHplx9TpFAB2n8+niDnisiyTPj5XXhUaIKo0pA38RwLxvTn+7lLSEqVaVS9DPVrZ7xwLt+4C2KZdogqNbIsk3hiBZd3LXvpOUpKSqLLlxO5I3miNSXRupwnw/p1y/T32XnwGK5bl0Wl0UHELYY1KkCrjxtkev/3zdS5v7Pung0qa0dkWcY77DAb52d+puGzAh8+5O8dO8hbsiRlq2TvpgQsP3eLv/0W48nTGG2sqT/mWwqXKvX6HV/jn8qP+6yHd++yu0VLGkVEArDD1YUPN27AP2/eF26/d+1aHuw/gODiQofRo/7xYtMzOnai2YGDWKXNUrvUswddxma/0P3bNKdOXVrcvJX+enOlivTbsP4djkihyL7/92vr//fjV/x7XDp5ksO9+1I5OJhbtjbohgyhWb9X18x6ldjYWMLDw8mVKxcajSbDZ+ePHuXUosVcO32KxoHBFNZqSZVlNtetzefLl2e6jytnz7K1eUvKpiRTVK3huJ0dRdesomjp0gDMrV2HE6dOMt7BCbUgcN5oxIxMubRAxfHUVNQzfuDqxEl0iYsHQJJlViclcrVEcRpevU6wZEYA8qnUnE41EitJDLV/Mot/ZWIC9oJICa2W+yYTtdKubwyyzPexMXh27IBm+w66p60sX2Yy0mzvXnLny0dwcDCSJHGiUWNqJ1lWtmxOSSa0aFF8K1XEqWhRBJOJBh07vvLBfEJCAsMKFqRAUgq2goBBkImoU4exf/zxysk4ERER7KhchbrJKYDlWnVH29b0nDkzU+d/55o1bPv2W1RmiYLt2tFv0sRM7fe2xMXF0XDwLCS/igBI5lQaOjxg/LB/bnX50yRJYu7iVTwMiaZ80by0bf5mqbielpCQQM8RU3mQqMFaMDC004c0rPviVQojv/uJPdFeqHR2mI3JVFLdYM7Er3JsLK9z7cYtBk5dSqRdQdSJoXSt4s2ATztm2Obg0RMsWL8XEyL5nFXcjzSQIqkom9uJ0YN7v/DnOCEhgQ8+nwW+Tx66VxCu89PYz9/6Mb0PPhn2Hbetn6wCcg0/wZ9z/7kVOArFu5LVa2tlpYZC8S+3e/9hxq05gdmjBOaQGC6N/p6fJ4/IdnvTvx3CqvVbeBj0kKYdW2fIyZmYbLTkMU0ja22IjYsDLLPrJ3/98rogL3InPAWVvZ7QU3/hWakZgiCSFHqX1MRYtOrkDOl2ps1dRITfBzhpLDcTMRd382nDigz5biF3I5IJD1uNU6kPUckmSuf35ZFbERzzV0Cl1SGZjDjGBXI2xMTBECNRwRFo9I4AaB3dib97Br2jDRGX9iGZjNj6FMacmIitW+70/nVeBbl+6y6nL1wmyKUSKq1lFpdryXrE3jmLU8FKCLKlwN7Er15eCyBJtEEbE4osmdG5+mHUOr7yHFlbW7NmzgTu3r2Lvb09HplcNv7YL9+NYOrcRcQkplKlfn5aNv4wS/u/b24HxaCytqzMEASBUIMVRqPxpbO6XsfH35/WvXu/8bgEQaD7hAlZ3i85OZn79+/j4+Pzwj/a7yKgAXB02zbqhUekp4/4IDyCI1u30vHzjDcSd69fZ9/8+SCIfDRyBN5+fu9iuPT+9ReWjRiJKiwMXfFifDIi+78D37bCvXqyb/x4ikTHct7DnfID3s3NuEKhUCj+f5SoWBHP3Ts5d+QI5YoWJf8L6nllxYuKBT9Wulo1SlerxsLGjSkcbpkcoREErO7fz3T7JpOJPydPoYLBgEkQmKRR0+Lb0ekBDYBkUyo+KjWLExOoamXFvpRkBtk9uZYqrVazYMNGchmf1GwQBQGtIJASG4eLKFI9LUiRIEksS0rET6ViVWICdXR6LplSuejgwORUEzdMJpzEJw9etUAKMsLhIwglS/CTWUIvijQd8y1FihcHIG/evJw4cgT/uFhQWwI/zXR6dlavTsSd25RfsQobYM7KVfTbsvmlD29sbW1pOmcO9O1HybR2Hp44xZ716/mwdetXnsfnHhVnYj7rib/+4tScOTw6dZpKKSnU0enZtH0HDz/tjn8OpIPNrvj4eIwq6/QHWKJKQ5JReuU+b9PwiTM5GO+LyroAB/cFEBmzmr7d2r9+x0wYP+s37jhURHTWkABMX76bBnVqvPDh/4Rh/bD56TfuhT/Ay0nHN4NzLj1YZhQpVID1Pw7l71NnyJerCgWeSZMUFRXFt4t2YvCpjGRO5dSx7XhUaAbAlkfhuC9bS+8u7Z5rV6fToZVSeJxQWpbMWGnf7PuWJIno6GicnJz+8RXwWSXJGb9rs5y9bAIKxX/d+/0vWaFQvNbmA6cxp+WxVFk7ci7EREpKSrbbEwSBjq2b8fWgXs8VGevcqjE2j44iyzKSOZVcKTeoVqUSYLlIyCo7tRljfDR6V//0wt/WHnkxxkeQbDBiMDy5CYlJTrWsNkhj4+bLrr8vcc+xMmKBurhXbYdwYyeDq9ixfO5UdPcPEHvnNIa4cKJPb+TghbsYnfITF3AFvw/74FurE9YeedDYOmNjY42mZDNcS9TFvUxD4u+fp2GVEqjDrjzpL/o6NatWRBBEZPmpY007F5rg83zS6NUz/WVZJikiAGNiNGZjMiEnNmFljHzteVKpVBQoUCDLAQ2wXBAO6NaOh0Gh/Lj1LB/2+Ia/Dh3LcjvvC08HK8zG5PTXTprsBzTetRuXLjG/7gfcr/sBK2vW4vDmLe96SOnyFCvGradmXt7SasiTdpP+WFBAANs6fUKjdetpuGYtq9q0JSoq6p8eKmAJ/vWeNZMeq1byyah/PlVXVnzQoQO1d+0i7pcFNN2zm4p1677rISkUCoXi/4CbmxsftmjxxgGNzDK4uWNOe4guyzLJri9Oy/kiWxYtovHRYxRWqymu1tA5NRW1fcYgis2HDbASBLra2CIiUMNKx5aUJ9eIB1JSqHz0GLdcXEhMu085azBw29eXKrlzsSopkfNGI9dTU1mdlIg94KJSoRYEViQmENyuLX3mzeWkrQ0F1Wq2JSeTLEnIssySxAS6WNvSMz6Brhcu4aZRM2bnDso8s+q3WOnSnMqXl8fJMY7b2qL28qTKoSO4iyI2okj7m7fYNGfOK89HclQUecUnE128JYnQe/dfuY+rqyuxDRpwXxAwyDLrvb2o3//VEymCg4O5NORLWpw6w0AE7ESRS0YjzUJD2ZeFVTZvg7e3N/m0UUgmy2NuVehlPq6V8ymxMutCYCIqa8vPpODkx7GrATnWdlyKhKh6ch2eiBUGg4Ebt+7Qqv8Y6vYcR6fB44iKikKlUjFqcC9+nfQlE4b3fyf3RQ4ODjT8oO5zAQ2AS1evEau3ZG9ITYhG7/5k1bfK1o0bD8Ne2KZaraZHo/KoH53AGHINz9AjjOjXJdtjvH7zNh/3/oaPvvqVRr2+5dTZ89lu65/QrFpxxPAbAMjRD/mwdOZqdCoU/2+UlRoKxb+cWpCQJTl95oZKTs2xuhubtu9h+7FLqDAzpHtrCuTLw6KxvVi07k+sNGoGjRjNob9PM33FThLNKvLYw4LJw19Y3O1FJgzuxqAJP3MpKhbyWpZXxt45hyklgRQbbzoP/Y5fJn6Bu7sb9SqW5OjGi8iuBZElM76EE5kiph+3IAhEGTR89EEtflu9mVSPEjg45SLyykGsPAvjnKsEgYdW4ZC3NELaTYFz4arc2/4zLo62aGyfFCV29MrD0L6dOX3xKuv3nUFApnv3D/H18aZLuxbs+HwcD+zKgCzhHnaUXo0qUa9mVfLny/PK4/1r/yGcy7dA6+wLgNbRg/a+EciyzMJla7nxMIz8Pq707dY+27UdXmTsrN8JcK2GIKqIB35YvpMPalZ97X7vo9Gf9yRy/AzuhKViqzYxckDOzIj6J6SkpLBm2jSk2DjKtmrJkdmzafvwIYgiJcMjWD9jBjWa5Wyu1OyqXLcuyz/rzq0NGxEA+5YtqF+vXoZt9q5eTbPgEBAEBEGg0YOHHN66lWZdu76bQf+L+Pn74+f/6vR8CoVCoVD8m3X68QcW9+6N9cMAkj08aDPjx0zvmxwfj81T18L2skxUWh2Lx3qMHMGAFSvYHRZOUa2W87JEQvPmzPnzTzxTUymg1lBKpSIsX37+btyY+ydPYp0/P1O/+44V345B+msvKZIZtUpFfa2WVUAXG0saqGRJYocoUu2jjziu0fDX9u2UsrVl9MqV2IeEAtDN1lIXURAEdAEBXLl8GVmSKFaiRPp1vK2tLS2XLGHrd9+jNqVSsGVLvBwdMT11HJm54q/RtCmrFiykZWAQgiCwzcODpm1evUoDoN+cn/jrg3qcePSI9q1b4/FU3b4XuXjsGOXDwiFtpXB5rRUbkpLIpVajc3TMxEhfb9O8eUScOoXg5kanceMynbJUEAQWTx/N9PlLSEgx8VHn6tSqVilHxpQdVqKZ+Kdea4WcWzVSsYg/Z088QnT0RTKbyGttRKfT8c1Pywl0tdzD3ZbMjJz+C/Mn/3OpprKjaKGC2CXvJxVvNDaOxNw8gX0uy4RMc0IEBUq8PNjZpW0zmjesQ2RkJH5+fm/0jGPywrVEeddEAGKBqYu3sK5s6Wy397a1a9EYP+9THDpxjlLVC9Cofp13PSSF4r2kBDUUivfYtRu3mL10EyZEmtYsTZMG9Z7bZsinbek5bj6h+rzoDJG0r/nionNXrl7jzr2H1KhaEScnp9f2feDIcab+eRXJrRiyLNN/ym9snDWCXP5+jP3SkoNXlmW+X7aDBN8aANwwGZk4+7dMp6Hy8/VhRK82TJizhLtnN2FlbYchMgyvah0ACJElGnQfzpfdWtCx1ceEhIZw6vplbKzUjPx+GJWadMXBowIqjSXFlKyxYuGi5ey8EoHK13LB516mAeEX9iAIImq9LYaYUOz8LIWIzcYUJJORJPQkn9mG3tUf+1wlcBdjcXNzo0mDehnOeUxMDHFxcayY8Q1/bNmOKKpp2/yH53IJv0xEdAyC7snSco3eDo1VIhNnLWRLgA0q24IcvhJJ6A/zGDe0X6bazIzEVAFB82R2V4JJhSzLORo4yS6DwYDJZMqQauxVtFotP/+DeWJziiRJzGzfgdYnTqIXRfZv30G4q0uGbbRvsMLqbfjk22+RRo8GeOHKBycvb8IEgce3x8FqETdf339whAqFQqFQ/P8yGAzExMTg5uaW7RWKsiyz6rvvSbp8GcndnU8mTcz05KTXcXZ2Zsi6ddnat1G3bvy6fgPt791HArYWKcyg5s3TPz93+DBHvp9KAQ93ztnZ8dDTg0rt2tGkc2dmVK9O63sPADDKMri50nVMxjpbXSdPIjIinI1bt+JoNiMVLkTZiEhIK8CtF0X08ZZH1pXr16dy/foACCkpNFyxij+Sk0iSJKxFEUmSuBAbR64GDRFl2FmnNkOWLU3/TnIXKEDf335N71uSJKbVqI79kaPYAH8ULED/AS9PXQvg5u5Ok+XL2D5rNoIsU7dvH3xz537teRQEgfotWrxym0f377Nr7jwElUip5s254mBP7bTzcC01lWSVii01qvHla1Z5ZMa6WbPw+uFHKpglkmWZuQGPGLJyRab31+v1fPNFn0xtm5SUhF6vf2v3O/1a1Wbq6gPEqZxxM4fy5dCcm9TzacdWyKzn1LWr2FoJjJkyHIAYw5N/54KoIjb53d/LvY6bmxtftanKb1uPkioLVCrpTljMSQyyitL+jvTp+uraPvb29jlSsyrZnPF3ZJL5/V3V/VjVShWoWundrUZSKP4NlKCGQvGeiouLY+DUJekBgyubLuFob0eNKhUzbJfL34+Ns0dy7sJF/H198H/B7N+ZvyxnxekIzDbuOG2YwZzhnSlSqMAr+993/CySW2EgrXaBNheXL1+l0lN/WJOTk0nkyewaUa0lOsn0XFsvc/feA4bO/5NobUFklySsTBGo9E+WlguCSLyVOz9uv8L8dbsxOOTBxhzDsA71CAoJIzEpCeO53aj1tkimVGx9CqO30hJw/zZEpyBLEq4l6gACsiyR204iNPQGEZcE1Nb2xD+4hHuFj7HzspyL2CsH8A7Zz7efd34uMDR38WqWH7qFQW1HXnU4S6aPyvJNX5MG9Vi6fSJRupogiNgGHqXjgM/pO/k3VI65AVDZuHD+wf0stfs65Qp4c+lCMKKDF5LJSD5H3ouAxg/zl7DhxF0kQUM5LzWzJwx/4U35g4cB/LZmC2pRZNBnHXDMoZli/6TAwEAKnD+PPu346sTGcsPLk+saNYVTTYQKQJXK73aQL/CqhySNO3Xkp4MHcdu7F7MoktjkY3rXez7wqlAoFAqFImcd3LSZixMm4BYTw4O8efl0xXLc3N2z3M6KCRMpumABHgikyDILw8MY/I7TDIElIPLppo1s/flnBJWa/p8PSp8Ak5SUxJEvh9IyMAiAAFEkrE9vmnTuDEC1ceP4bdQonOPiSS5ciD6TJj3Xvkaj4atFizK8N7XRR0gXLiIKAkGCgJwrFwaDASurJ/UE89SowbRVq/GWZBYkJmDv4kKUpwfd7z/EXxRBAO/9B9i2fAVNunR+4bGJosjQ1avYvmoVhoQEBn7yySsLhaf3XagQveb+nOG9G5cvc/PcecrWroVPNuqahQYHs65tW9o8CkIGVh4+QoEvh7Bx5SpUJjNCjWq0/Owz8ubNmyOpPWP/Pk5Vs2VFg14Q0F25kuMTrYKCQ+g37idCU/U4CMl826slVSuWy7H2H/vog9rUrFyekJAQ/Pz8Mvyc5ITPOrbis2fe87UXuGxORVRpMKUkkMdVn6N9vi0fN6jLxw3ebbrVkv6O3HsUidrWBXNyHEU8ciZ4q1Ao3q33PzypUPyfOnfhEhHWT4qxSe5F2Hfs7Au3tbGxoXrVKi8MaJjNZjYcu4nKswhaOxcSfasxZ8Xrc/f7uDphTopJf603RODvn3EWtrW1NT5WyciS2dJXbBDlCmZ+pvbW3ft4FBIJkoSVowdB4dHEh97HbLTMWE8KvYdaZ0tMZBiphT9G5V2cFL/q/LRuH7+v34lH3R6kRAWisXNBa+eKVcAxTtwMwqVqJ1xL1MWpYCWCDy7D2yqZYsln+WPuJM7sWImvGE5K+EPMqcb0gAaAlXdh+rdvROkSxTKMMyYmhuWHbiH5VUTjVYQHTpWZOm9Jpo/zMVtbW1ZMG04jhwc0sLvD4vH98PBwx0rMuFzZSjRnue1X6de9Az3KWVNGvkp9+wfMmzQ8R9vPjhs3b7H6bARm/6rIfhU4YczL7yuen80XGBRM97EL2BWfj20xuej05XckJSW9gxG/GVtbW2KeWl6fKsvkqVABpk1lV7s23Pv6K3r/mPm0DO8DQRAY9MtC6hw7SoO/j9F7xox3PSSFQqFQKP7zZFnm7Hff0zIklBopBjpeucof33yTrbaSzp/HIy0Bkk4QsLpxIyeH+krx8fH82LYd88pXYEaDRty4eDHD565ubnQfO5Zu34zOMFP70aNH5AkMTH/tJ0lEXL4MQHR0NPumT6dAeCSylRXlO3TAzs4ufdvU1FQ2LV7MxAEDWD13LtHR0emfdf39NzZ/WJ+fbfQsiY8jZvZPDM9fgL9WrQLg+oULPBw1muEydLSxQZ8rF0MuXaRWjx48vQbeAUiIfnWNMZVKRZNPPqF1nz7Y2tqSmJjIT5/1YEH9D5nduUuGcb3M1oULudCiBXmGf8WOjz7m5L596Z9dOHWKTYsWEfzUeXqRPctX0PKRJaWVKAg0vnMXjd6aJr8sxOjhDidOsnvmTMzmnLk3MdrbIT1VrNzg4JDjE63GzV5CsHsNZN8KxPjUZOrirTna/tNsbW3Jnz9/jgc0Xmb2mMFU09ykQPJFPnIJYfzQV69yUDwxenBvuhaVqSBco23ueL4f9fm7HpJCocgBykoNheI9lSeXH1bJRwBvAMwJUfgVdHn1Ti8gSRJmQZXxvUzEM3t2ace1cT9y5tF1NLKJLg3K4fWCPKy/TBrKuFm/k5AK5Up7ExASzkf9JqIVzPRrVZcP69Z4YfuxsbFcungRKydvbLwtgQXPis0I/OsXws/vIiU6FLXOBo2NI5IxKcMFb7JZBFlGY+2IT63ORF09hCoxnLLlCrH/RhSuZS3Hq9bbUbZEITb9PDZD3/vX/cq3035m78mrJARew9qnCAAOSQ9wdyvH/MUrKJgnN3VrVUsfq0Ftx+MkU6JaS5Ihexf3zs7OjH3mAvTLLk0Y+fM6IkVnnKUovuzTMlttv0qvzm1zvM37Dx6ycftf5PLxpEWTRlm6KXkYEIhJ78bjn0yVtQMhEfee227Fhm0k+laztC2oCHYoyZ59h2j2ccMcOop/hpOTE3affca+hQtxSUriYoni9B810nKj3abNux7eG/H09HzXQ1AoFAqF4v+GJEnoE55k8xcFAU1i9iZ8GB0dkGQZMe0aLiUTKWpzyrJhw2l55CgaQYDgENYOHU6h3Ttfu5+vry+7fHwo+igQgywTo1bjVsKSo3/Nt9/S4cIl1IIAKSmsmzqNWq1aIYoiqampTGvREuPhw3xopcNNpWLypMl02rCe0pUq4eHlhV+tmlTatRvvtHoZR5KSWd+rN3unTCFOpWFklCXYIAoCjcLCuXDqFB+0bcvcxUvocOcuAvBHLn8+6/ziVRovs2jwYD7esROtIGC+cpWl/Qfw+WvSMj1cuozmSSkgijSKimLLvPlUrFuXNVOnoZ83j0IpBjbPnk3V+fMpWenFtSdsXV2IAVzTXkeKIo7ubqwbMJD2ly4jCALx167T9fxVlh7Ynb6SPTw8ghUbtuJsb8cn7VoiiiIbfvqJoJWrECUJpxbN6fD118/113bSJH4PCMDt3j2iHZ2o9s3oLJ2nzEg0CwjaJ/ckCab/zjxeW1tbZowZ8q6H8a8kCAIDP+v0roehUChymBLUUCjeU/7+/vSok49Ve4+Qiopquezo3jHrFzEajYaqeew5GBOOaOuGJuQC7Tq/ONDwNFEUmTluKJIkIaQVAn4RJycnZo79EoBfV6xje5AdBknAnGpg4rLdVC5f6rk8mCEhobQbPJFQtTeqp2e2CCKlC/hy7VEUuep/ll7QO+rwIqToh4hO/pgMiZRy1dCvU3POT/yNOPeyuOQphlfsBc4LRTDLR9Obk8wmwh49oFHfiehUEp93aEDtapW4fPU6Vx6EY+XogSb2Gq5WMVjptNSrWYCBM9eT5F4G+cwVPj5ziTFD+uDn50dedRgPTPkQ1VpUoZdp3LlaVr+KlypfpiR/zi1MSEgIHh4eOT7bx2g0Mnjsj9yKTMVOIzHi02ZUeKowWnx8PKs2bMXWxpp2LZqgUllqbkRFRWFtbY1e//zS5vMXLzN49nqSvSog3Yzg74szmTb6i0yPqXLFcrit3EOsgzuCIKAJPk/jVo2f287B1hpzQBJqnWVZvmBMwNn51QXZ31dthw0ltEtnoqOj+TB//jcqdqdQKBQKheL/k0qlIqlUKZL27cdaFLmmUeNRu1a22mr//fcsCg/H7t59El1dafCCVE2PpaSkYGVllWMz6zUR4ZwyGggxS5iQITSE43/9xdU9f+GYNw8tevV6YV/W1taINWuwdtlynGSZyx5u/JAWRFAnJFoCGmls4xMwGi1Flvds2EDx4ycwa7TkSquHN0iWmdShAz/fukVIcDB7Vq1ixFNplvJpNAgCPHwYgI8gEKXT45z2eZBeRykfH+zs7OixaSObZ8wEWaLroEE8vHqVpePGoYtPwFiiBP3mzX3ldZ824BHatHGrBAGrRwGvPX+ClHGClShJyLJM+Oo1tDCmgijSJCyCrT/PfWlQo2nXrszYu4/8Bw5iEgVCPm5Mnw8+4NKXQ9PPvZ0oIsZJ/DB/CV8N+IzAoGC6jv6JOO9qyIYEDpyewOAOjZF/nEnhxESsBYHE+Qs5UqYM1Rs0yNCfq5sbw3fsICEhARsbm7eSDrdkLldu3A1HZeuG2ZhMfhfleluhUCj+q5Tf8ArFe6xnp9b06NgKWZbfKI/p1NGDWfnHZh4EPaBx68aUeia90qtkpd/bD0OJvHUba898aPT23L1yltu3b1O2bNn0bUwmE017DCXeuThmQxKxd8+id/NDpbXG+tFRZo39kpFzVvNAfLK6JFeBYnSv7cWpKzdwd9EztO9wEhIScNIYCT2/ERdbHX75/AjXOeKQtyyhZ7YhiGqcTeGkFKiH5GhZYTJw2jKaHTrOhfthhHvWBEDyNOGrus6scV8ycMwMUnwqW9axOOdi9+W/GWE0otVqWTxtFNPmLSHJKNG4czVqVXt5/YP4+HjCwsLw8/NDq9Vm6txptdoXpg/Lim179rPl0DnUSHzetSUF8+cFoP/X49l7OwlBVGHnW4Rv561j+8JSCIJAdHQ0Hb/8jgiPqkipyew8Mp4FU76m59dTuJVoi9qcSOc6xejTJeNKj0Ub95DiUxkBUNl7cOTuQxISEjKVExjAzs6OX8b0YcaiP5Bkgdbd6lCmZPHntvvsk7YcHTqBS7HuCOZUanqbqP4e1p7ILA8PDzw8PN71MBQKhUKhUPyLDVj0OysmTEQOD8e3RnWadMreDGRXNzeGbd2K2WxGpVK9cJuYmBgWdO6My607xDs6UGXcWCo/87A6OwIEAU8EWlpbkyrLjAsORv1pD2oajUhqFfMuX6bfTz89t19ERAT6P7fRXG0JTNQODWfN9Ol0HjkSv7p1uHzgIMWNRpJlmajixdDpdOxcupRzM2ZCqhEJqPh4ApEskxwezo9FihARFo6tycRmjZZm1tbIssy+lGSa6K1JkWQEYLZapLaVjmSNBn2njhQoWBAAFxcXPp04AbCspFneoiXtHjwEIP7BQ1Z4T6TruLEvPRcGLy9SL15CIwhIsozBy/u158+paVNuzF9IQaOR43Z2FOjQHrAEN54mytKLdrd8JooMWbaUO3fuoFaryZ1WfDzGzRU5KtqyUkOSCHLyxi3aUjx84cqNxPvWtKzusXbkXKgLezdvISoqkppWVgSZJR7FxOB8/sJzQY3HMnu/8DqJiYksXbMRjVpNl/Yt0Wq1DOvXHf3vK7n64CruLlaMGjQ0R/pSKBQKxftHCWooFO+5V62SyEobndo0z5kBvYKLjQq9e25svS0X+N5V27Dj4IkMQY25i1YgFWuBg85S7E+t1RH29x+0q12SAWN7kcvfjzyueu7EJaK2skGWzHjbQseWH9OxJazeuI02X3zH7XsBGO28ca7UCQNw694uRJur6NyLYlX2IxyDDlPYtwwn5Ccps0z2fqw9Hw1JcTinZcwRVWqiUyy5XWWe5Hi1vPHkvNvY2DB2aL/XnoMN2/YwY/0xEjVOeEohzB3dh9y53ixYkRnHTpxm8vpzmD2KIcsy/Sb/xsZZXxMWHsmxBwbcy1huKsIv/oVKJ2IwGNDpdCxYto4on1qoRBUqrY6LET4M+fY7bliXQ+WowwwsOXCKNo0jcXF5kv7suZ9IWcpy4C2Xvx8zxzy/uuPW1auc2bef4lWrULxsWRb/OIarV69hZaWlQIFXF7hXKBQKhUKh+K/TarV0nzA+x9p7WUADYNXIUbQ/c86yAiI+nrXjJ+RIUMPf2ZmyacEFjSBQzSxhk5jIKVniYmIqunV/cLRxY6o1zJhyNCIiAs+4eEi7P7IVRUyRlhoWDTp35i+Nhp37DyA4OzFozBhuXLpE3MRJdEtMAls7jqSkcCA5mSo6Hd/HxTLQzh6vxGSwsWVbchKOgsj3sTE4qFQ00emxEQROGo20tdZT1mRCNXwQ7bp1y1Cr47ELf//Nvtk/YXv3Lqgsj1rsRBFT4KNXnotus2exqH9/tAGPSPFw55MXBHOe1eHrrzlYogR7z5+nTP36lKxYEYCoksX5beufOAF31GpadujwynYEQSB//vwZ2164kK8bt8RR0HHT2Ze4ErUoX9QSaBEFAWQJHqc3liQSQoLpamOLPu07+RuwKVzotcfwJhISEmg/eCKh7lWQzWZ2fT6WlbPHodFolDRDCoVC8X9CCWooFIosi4uLIzo6moSkZJZu2oMowKBubalesRzLb1xI305QaZCfefwdHZ+MWvckB7/WwZ2C/g5MHftVevBmwrB+MH0eDyJTcNbB+JH9OHj4COFhkUxeeYh4QypqvRuJAVdJDLqFR/nGoHdiZItS/Hn4AqGBDyie3w9ra2uk+8GIDpbARkpUIDpnX2KDbuAkmRFEFabkWPJ7WW5KurX4gEtzNpPiVQ5jdCC1/HSZXmnx2PxNh0n1q4YWiJQL8v0va5g3cVh2TnOW7D5yCrOHZQWOIAhEWOfj3IVLnLl0HduiddK3cy5cDfn8WnRPFa1+mgAkp0rIQioRl/9GVGuxtnciKioqQ1CjT4cmXPx+KfFuZZATQmlczBVra+s3Po4DGzYSOGoUlWPjuGBjzf2vhvNxjx4UL5751UUKhUKhUCgU/+9kWWbbypVEBwZRt307fLK5IlgTF5chpZM+NvaVKzte58GDBwTcuYNRb41BlrFKazvebKKutQ1WgkAqSdQTRM4M+RJ7FxdKVKiQvn++fPnYVKQwxa9dRyUI/G1rS/GPn6Qw/aB9e2jfPv31pWPHKBOfAGmTb6paWdETiaMaNaKrC16mJysZ8ogqEpH5ysGROcWLctrRiZN79zLUzg4nUSQfsH7VKuwGDnzuuDb/voiTX3+Nm9HIbcmMbGuPIAgEiiIOJUu98pzY2dkxaOnSLJ/LWo0bU6vxk2OXZRnr27dpZ22ZPJYsSRw6dJiaH32UpXbzFCjA5L07mDRvJd6SSMsiDnRq1QSAAd3a8vewaUS4lkdKiaeqWxI+uPP0nYWzSoX9W16Z/PuKPwjzqIZKrQUN3Ektzp+7/qLFx43ear8KhUKheH8oQQ2FQpEli9ds4tddF4k1SBhiw3Eu1xRZljgzciarpw+joLyJB6keCGotNo8O06VnxqLYrRrUZu/M9Ri9yyNLZnSBJ1m1YkZ6QMNsNjNx1i8ERFkCGqP6fUKvUT9wR1MA2ZhIVGQYvrU+AcC5aA3Czu0k+sYxiuR14OMP63L11n3OxhQlKNkX7f1LlHUIYdfxowhaGxzylEHn7E1S8C3yRx9BtHYiv6cdowb1BKB86ZIUdd7I7jPb0Lr6czQiguFjv6N3l/bky5v7tedGlmUM0pPVCoIgZHidFSGhYYz84VdiDAK5nLR8N2LAK2tt+Hq4YA6ORmVjKfBolRJOnlz1iYlPQLoRhCotsGOMCGBMn47p+/Xt2o5DQ6YQ7l4ZyZhESW0gH9epxME5m3Cv1BKzIYm4E6vx98+4SqVwwfysnjKQbXv2ky9XKWpWr5Kt43zW9cWLaZI2+65SUjKbV6yEHj1ypG2FQqFQKBSK/xdz+vSl8p/bKCnLbFy9hkYrlpGvSJEst+NSpQp3Dx4iryRhkGUSChfOdkBjy7z5JPzwA7njE0jw82VJsSLkexDAw6RE3EWRrcmWgufWCCTJMjVj49izfXuGoIZGo6Hn2jX8MX4C6pRkCjdrRoU6dV7WJaVr1OCkowO14izF1U/b2jB1+TJKVqzIkW3bOD9oMKVTUliUEE+KLOMiqliTEsPw8eMpU6kSmvbtcTr8pGafxpD6XB8P7t4laPw4+mm0oNGyIymJeQnxaPPmJV+b1nQaOCBT5ychIQGdTpftumtJSUk4RUWlv9aLIlJoaLba8vfzZcHk4c+97+LiwrpZo9i0fTcuTv40qt+NB7dusXn7DpqFhmEETpQpzdBy5bLVb2ZZagA+lVpLNqN6g3TNCoVCofj3UYIaCoUi04xGI7/vPIvJvxrJl/bhUvZjAARBJNK5NL2GjkGvs0J/eS16vZbvR32Bv59vhjaKFyvMj/2bsGb7QTQifPnr5Awz/CfMXMj2cHdU1vmQJTMtew5DKtUOncbyQF8bdDt9W0EQUGms0Nr7EhT5kMZ9J3Dp4nnsCtcgJWA/CGCTZCCPjydJftUBS+DBx1ZmxZzJzx1fYmIi5yNE3Co0TX9v7fHNbD32LQPa1KV/z27p78uyzLnzFzClmihXrgwqlQpBECjuqeNkSjwqnR1y5D1q1ciXrXP9xaS53HWshKAXCTCk8M30+Uwd9flLt/+sUxsu35rO6YDrqDHTsU5J/Pz88PPz4/iFnzh44wEIMq1LeNGy2cfp+zk4OLB21mhWbfgTe1s7Wjf7lsmzf8G9cisEQUStt8O6WH0uXLxMxQqWm5NDR49z4coNGtStQfdObV82pGx6NgWY/OLNFAqFQqFQKBQvFBYWhvNff+ENIAi0CA1lx7z55Js9K8tttejfj02iwI0TJ5Ccnek7YUK2xiTLMg9++5WWySmgVpMrOIStJUvQfP16juzcxd99+tBbb40E/BAfRw0rK4IEAdc8eZ5ry8XFhd6zZmaq3/xFi/Jw/Dg2L16CKMvkbt8uPVVTyRo1mPVBXbbtP0DuxES621pWOHwkSSz85hvK7N5N7mbNOH3mHOWTkggSBIRaNZ7r48KRI9Q0pKavBmmo1/OLIYV6302h+jPps17EYDAwq3Nn3C5eJEFvTYHBn9Owa9dMHd/TbGxsCM+dB+niJURB4KEg4PRUGuCcYmdnR+d2rdJf5y5YkEarVrJnyRIEvZ7Phw5Fk1aM/W35tFNr/ho8nof2ZUFKpbDpJo0bdHz9jgqFQqH4z1CCGgqFItOSk5MxqvQAqLR6TElxaGwcATDEhnNDVQiV2pbw2GA88tXjsynL+fnLdlQqn/FiunzpkpQvXfKFfdwJTUCltxS4FkQVMUZwUD9JAWVKScBsTEal1WOIDQdBJCnwOslV25AMOBR3JeraEdR6exzyleVRTCAdS3iw5fIZkq1ccUq4zcJpI7l+8zZzV2xBQqBT45pUqfj8bKKUqCBkAezKt+aXc8EEfz+HiV8NQJZl+o6YzIkYR2RRQ/Hlm1n84xjUajWzxw9j9q/LCY4MoUqjQrRoXD9b5zosRUQQxLRzrSMo1vDK7QVBYOa4YZhMpvQAy2OTvx6IwWBAEIQXptOytbWlZ5cny/RVoogsSQgqS/+CZEKjsfy5+GHeYtZcSQZHf9ZOXcP4zrWpUyNnVmkAFPjkE47euEXl+Hgu6PV4t83poIlCoVAoFArFf5tKpUISnsxal2UZWcx+jb7mfftC376v3/AVZFlGbTRleE+Vmoq9vT1RDx/SQ6e3TFgCetnasUCjoVDLFvTu3PmN+gWo26YNddu0yfDeg9u3+aVVaxwfPKSuSoWgfrL6xFYUiT17nvm1ayOWr0CJuXPYvW8/Lvnz0fvTT59rv2iFCpy2s6NGoqWY9jmTCdVHH2UqoAGwevIUWhw+irUoQnwif07/gYRWrbJVULvbksWsGzESbXw89pUq0nZA/yy3kR15Cxcm75Qp/0hfAHq9nlWzxrDhz51oNXqaNx6T7RVECoVCofh3UoIaCoUi0xwcHMhvk8yN1BQcC1Yi9MhKHHMVJzkpEVNKIm6lPwRA7+yD1t4V7Osyf92e54Iar+KsF5DMJsS04np5fD1JuLsXY956yCYjAJFnt2MtJ2IUrHB28yJZ7Z6+f/iF3dj5l8DOpxDRt04iWlmzYscRqpYqRPeWJSlVshMpKSm0GTYzffXGhV93scDejqKFC1KnoCO7AwMQ7dwJv7AHvzqWWVI6t9zsvXGSEYmJHD1+ipOJXlh5+ABwPcWFRSvX0bNLB1QqFV/07or8hisMnNSp3L+wF0EUENVWuBdzyNR+L1uu/qrUVc8a0L09R4dMJsSxDLIxiYqOMZQuZQlCbT9zH9HHEsRI9SrLsu1HcjSoUa9tW64WLMjBvXspVrkyZatVy7G2FQqFQqFQKP4fuLi4kNysCdfXrsPLZGZnLj/aDh78TsckiiJyrZqEbNiIJ/C3nS0FW7cGwNbFmVjgcfW2KFGk6dyfqfNUrYzskCSJkJAQnJycuHHxIr/27UtqdDT2ogprWSY2LIy+Do6kSBIzE+KpqLVCFAROGgwUSk2lya07hN+6w01vL7pPsazyPnPwICd+moPKbCZXi+Y07NKF/EWKcHv0KDYtXoxoNuPWvDnffjEYWZYzTDQCuHz2LHcvX6Fi/Q/w9LKkhzVHRVoCGmnc4uKIiorKVlDD3cOD/r//9gZn7d9Dp9PRsXXzdz0MhUKhULwjSlBDoVC8UlRUFCOn/UKMUSCvm54Fk79ixsLlxCYbqTeyB8UL56N+t69wq9YlfR9ZMqf/v0TWcptOHNqbQeNmERAn4aCVmDC8N0dPnmTy2u2odTZ4VmiKqLGiidN9+ndrh0ajod0Xk4lI219r44RLEcuDcI9yHxGwfwn6gpU5r/Lh0OnLVK1SmW279xOh8yP+1FZUOhtMKYksXbeZ774ZxuSvB1Jr7wHmL11LmPb5YtqyLBMbl4BgZZP+nkqrJz4hNv31d3N+Y+fZhyBA43K5Gdave5bOAYBeLeNcpKplRUpUIN5uWW4i2+zt7Vk3+1v+3LUPR3sP6tft9twNWbq3kB6qaOnSFC1dOsfbVSgUCoVCofh/0euHHzj20UfcevSIbk2a4Ozs/K6HRN/Zs9hSqiQXHzygdIMGlKlumWDUpEsXZvy1l8IHDmAWRB40asjAxlkrbv2syMhIfu3Qkbw3b/HAzpY7QUF0V6vZk5yCk1qFWQYblYp9yUnU1VvTSq/n2/g4XNzdSU5KZGRaQMENOHvLkv42LCyM04M+p1lEJABnLl/mlJ8fFerUoWGXztDFsqrk9IEDzKxVG21sLClFitD399/Q6/Ws++EHNHPmUiAlhY0zPKg2fx4lK1WiwIcfcmbHLsolJ2OWZW4VKkQzH583On6FQqFQKP7rlKCGQvEvs2zdFpbtOUOqJFAprxNTRgx6+QPnHDBw/E/ctquAoFVxOzoB9c+LGT/8yTLmpKQk/J213Dq7A1u/oiQG3oS0VRZyyFU+blwiS/3Z2dmxaProjO/ZWrPkSAAmb8uKD0PwdR4lhhMaGoqbmxtfd2vK1z8uIsYgI6gy/loTRDW2PoUACI5+BED+3H7E3dqAR5W2CIKALMucvLo1fZ8G9WrToF5tlqxcy6xNe1AXrIMcH0a9/PbY2trSuEFdlmwbT5iuBoIoYh94mM6DvgRg38GjbLhuQvSrCsC6q3epcuwE1atWytJ5CEzWoHKypPqycvbh4oNLWdr/TVlbW9O2xcfPvd+4fB7WXLqD7OSPLuwSXbrU/kfHpVAoFAqFQqHInKr16r3rIWQgCALNevRIfy1JEjP79Sd671/EiSJ2gz+nTrNmNC1QIFv3NzExMQQHB5M7d27WffstHS5fQSUIhDwK5Gu9nvsmE/HItLDS4SCKBJhMzI6Po6TWikRRRdU+vek+ZQqzateGew8ACBRFnIoX5/LJkyz49FO6RkRBWpqjcknJ7Dl4MEOhclmWOThyFO0fPAQgJewQy7/5hh7TphGychUtjUYQRZqGhbP157mUrFSJGk2asN9oZOeOHaRaW9Nz7Ng3SqUkyzLH9u0jKT6BGg0boNM9P1FLoVAoFIp/OyWooVD8iwQFBTF31xVkH8sD832R4Sxds5Gu7Vu+tT6DE0FwsFxUq3W23ItISv8sISGB9l9MJCJXI6TL+zFc3kG9CsXJ5eVKqnyLet2qUaNKxTceg5+fLyPaVub3LYe5cucRJms3tt0P59CkDegFI0nBt7Gr1AFdUgwpx5aTFPEQa1d/Yu9dQKW1BAbMcSGULG+Z8VS2TCk8nOzTb5YEQcDGxfu5frt2bEvdmtXYtP0v8vr70bjhB4Dlgf/KH0fy86LVmCSJXv2/wM3NFYDL128hOPk9acTBl0vXb2U5qGGjlnl8pmVZxlplfuX2/5QhfbpS8dgJLl67yYfd25M/3/PFGxUKhUKhUCgUitf5ddRo6mzajLtKhVmWmf3d91SpWTNbAY0D69dzY9wEcoWHszNPbnB3R5XWjoyMCHipVNgKIg5pqZ781Gq8XVzY/NFHNOz8CY3TVo5QsiQzb9zAToZHvj7USE5iYe8+fBIewVWTCa+0GoN31Gp8S2ScwGUwGHCIikp/rRMEhHDLmnJRkjJsK5qfXN/XadWKOq1a8aZkWWbmZ59RducunCSZGSWLM2jjRmxsbF6/s0KhUCgU/yJKUEOh+Be5fe8+yXpPHs+1EW3duPvozlvt08lKJs6QSPT1Y8iAl1Nq+mfzlqwhzKM6GpUGz4rNMUQG0LllMWpUy7kaC481rl+HR0HBPLQtRfTNv3EtUZfY26cwqNQYTGqs4qOwcnDDsXhdKukfcOfmafLaaDlhTib09J/YpEZT8bNR6e1VLuLLsdQUVBodksmIn/2LZ0P5+fowsFfX5963t7dnxOe9nnv/ow9q8cf3qzB6WQqP68Mv0rDnJ1k+3i8/acTE37aQINjiqU7g27EDs9zG21K9aqUsB2kUCoVCoVAoFIqnRRw9invaigSVIJBLkjmzYwclK2X9OvPCrFm0jowEUaTEg4fMUolc1GopaTRSSatltizRXxAxyE8CC7Isk6tGTQYumJ/+3pULF8i/bQfttTrumUycfPCQmj/OJI/ZzGGDEV+1irVJiSRa68nV41M6PxOI0Ol0RObLi/ncBVSCwENBwLFcWQRBwLrxR9xdupw8JhMHHR0p3uXNi6A/69ypUxTfuYv8gggqaHf5Kutnz6bLiBE53pdCoVAoFO9S1pLdKxSKd6p0ieK4JN9Pfy1E3KR2pTJvtc+JAzsRf+oPXIrXwb1UfYJ1edm2Zz9gWTIuCE9+jciCgCS9vRUFOo0GyWQEWSbq6mFcStTBtURdnIvWIPrmCQAEWWL0l/3ZuWoBMWoX3Kp3wqP8x9hW6czM5U9STE0dOZA6NvfJl3SBGla3+OGbz1/YpyzLREdHYzZn7rjy58vDhK71KJF6iRKpF5n06YfkyZ0ry8dau1oldv86gfmDGpPb05nvFq7m+KkzWW5HoVAoFAqFQqF4LCIigt0bN3Lz6tW33ld8fDyzPunMvBo1+bF1a0ICAzN8rvL3w/hUfbYoJDwLFspWX5qUlAyvxYePOCSZma5WcbDJx3xx5jRHhnyBc+9erPHz5aDeipWFCtBswvgM+wXdu4efwQDAGaOBdtY2qAWBPGo1TqJASY2WWtbW+PfsRedvvnnhWHosXcq2jxuzvXpVAr74nFYDLZOTuk+ciHH2TPYO6Ee51Sup2qBBto71VVJTUrAyPwncaABz2vG8zr61a5ldtTpzy5RjTp++SM+sLFEoFAqF4n2irNRQKP5F7O3tmTG4HbNX/IkkqGj4YVHq1Mj5VRFPc7CzwS5vOcTHtSrcC7P3+CUa169Dr09as3/o90R5VkNKNVCU+1Sv2u2tjaVjm+bsPDaOc3oHpFQjokoDgN7Fh/iHl0mNDKC2nwovLy8AjFLGuG2q/OS1lZUVU0e9OJDxWGBQMH3HzSHUbI+dHM/Ibo2pm4nzXataJWpVe/OVDHFxcQydtZZ43+oIksD5X3Yxz9aWYkWyd7OnUCgUCoVCofj/de38efb26EHVR0FctLHm0ueDaDVo0Fvrb+kXQ2i2bz8aQUC+c5dVgwbxxfr1AISFhCCkpDDBaCCvWSJWLeLcvDmNOnbIVl9ClSqE/7EBN+C8ZKZIfDIf6C1potbef4C3tzefDLXUwDObzcTExODs7PxcqquKderwW+7ctH1oqYkhy3L6Nik6PXtrVsetTFk6Dx/20rG4uLjQd+GCF35Wr3lzaN48W8coSRJLvvmG1PMXMNjZ0WzSRPzz5cuwTbmqVZleuRKeJ0+hEwTW5PKna9++r207NjaWWxMn0SrSkjorastW/ihUkLZffJGtsSoUCoVC8bYpQQ2F4l+mZPGi/Dql6D/Wn4ODA3pzAo+TTkkmI/Z2ll8dTk5OrPlxBMvWbsbGWkfndmPeqKjds4xGIxNn/kJIrIG8Xg4M79edZTPHsnvfQT6ftjR9O8lsIjkigAH1C/DFgCHp75fzt2NfTBQqG2fkqHvUqpK1+g8T5iwl1KMGgiCQAMxYuTNTQY2ccuDIcaKciqFNu5EyeJZly+6DSlBDoVAoFAqFQpFlB2fMoEVwKKhUeKQY2LBkKfLAgdmqYZEZmuBgNE/VsNOHhKZ/trxfPzocP4lopSNJkvirVQv6zpmT7b76zJzJ+vz5OXvvPneO/02/BwHpn+miYzJsq1KpcHFxeWE7Dg4OtFm1gm3TpmOIimTl5Su0iIzikVqFtn17ek6blu0xvqk106ZRZvFS3LAEW1b17sOwv/Zk2EatVjNk3Vo2LFiAMSGB7j164Orm9tq2Q0JC8I2IgLRV+M6CQEJAwGv2UigUCoXi3VGCGgqF4pVsbGzo2agMv24/SorKmny6BL4a/aQ2hYODAwN6dnkrfQ8ZP4MT5kKotHrOPYgh6Yd5jB/Wn48+rEdoeBQTl/6BaOeGMSGKkgX86Neze4absu9GDeaXZWu5H3KbypUL0bTRB1nqP0lSZWgv0fTPZuzL7eeDKvEm2DoDICVG41PM9R8dg0KhUCgUCoXiv0H1TDohldmcYSVCTjPnykXyufPoBQGzLJPs65v+mXVgEGJav9aiiOrhmz1AFwSB1mlpnpZPnEjIvAV4AimyTEqhgllqyy9PHnrP/RmA8LAwDm3ahGeePPSsX/+NxvimEq9d53F4QhAEnB89IikpiYA7dzizfz8lq1eneNmyaLVa2g/MWj2+3LlzszVfPkrduYsgCFy20pK3Rs2cPwiFQqFQKHKIEtRQKP6jJEnixwVLuBUUg6eDFaMG9UCr1WarrS5tmtK+WUMSEhJwcnJ6azc+z7oTmYrK3bJsXGXtyPXge+mfde/UhpLFCrFy6z70Wm+G9OyITqfLsL8gCPTq0o4Ll66wfOs+jp67yufd2+Lt5Zmp/svn8+D6lWBEBy/MhiQKOGty7uAyoXSpErQqfoqtZ/5GEtRU87Oic9uh/+gYFAqFQqFQKBT/DUU7duTQmTPUjI0nQBTRfvghovj2Ju10//EHfpckVPfvYfDwoOuMGemfJXl5IQc8QhAEDLKM+amAx5vqNGoUqzUazl28hOTuRu9Jk7Ldlpu7O6169cqxsb0JlZ8f8ZKEXdp3FuPhzrGtW4kYM5YqcfGctf2ZByO+pnH37llu28rKijaLfmfLhIloDQY8P6xPgxbNc/gIFAqFQqHIOYIsP1WZ6z8uLi4OBwcHYmNjsbe3f9fDUSheKi4ujnGzfiMuRaJ0Pi/6de+Q5UDCuB/n82eQIyobJ8zGZCqK1/l50tdvacRvR5uB4whwrgxYllgXSznL71NHZqmNG7fu0GvqSgzeFZFlCcfAw6yfNRJbW9tM7f/r8nVcuB2Em70VIwZ+hkbzzwY2AAwGA2azGWtr63+8b4VCoVAoXub//dr6//34Ff9Ol0+f5vT27bjny0+jjlm/x8gpIYGBrPliCFYREaTmzs1nc35659e6u9esIfDCBfJUrEjtLNS92L1iBQH79yM5ONBh3LhM32dklclkYsGAgaguX8HgYMcH48ZxaMxYmp6/kL7NpiKF6P/XX2+lf4VCoVAo3qasXlsrKzUUivdQ71HTueNQCVGt5vylUORFqxjwaccstXEtMBaVraWGhEqr53Zo6mv2eL+YzWb6t6nH9OU7iU7V4K5LZezIPlluZ/32vaR4VUAABEEk3L4YB478zccNM7d8vMcnbbLc58ucu3SFCfPXEZ8qkttRxexxQ9CnFTC8e+8Bi9b9iVolMrhHRxwcHNL3s7KyyrExKBQKhUKhUCj+fxUvX57i5cu/62Hg6ePD52vX5Hi7p/Yf4PLOHdh4+9B64IBMr0RZMXky/vMX8qHZzLVVa/jjYQCtB70+hdOu5csRvh1DQ4MRoyzz8+3bfLV585sexgup1Wr6z5+X4b1Dz0xRFd6TKasmk4nvf/6dwKhECvi4MLhn53cWQFMoFArFf9M/myBeoVC8ltls5mGCClFliTmq7D24eCcky+3YqCSeXohlqzbn2BjfpivXbtCp/whKNe/H0MVHkGSZhV+1Y+O8ifj7vX5ZuizL7Nl3kGVr1hMbG4ubsz1SSlz650JyJD6eHm/zEF7q25/XEORahXivSlxQl2D8zF8AeBjwiB4TfmV3Qj62x+Si45ApJCcnZ6uPoOAQPvliHI37T+Sz4ZOIi4t7/U4KhUKhUCgUCsW/3MFNm3jYuzcfLl9J0e+nMrtn5tNGxe3+i7xmy/1SEaORyJ07n9smPDycg7t2ERLy5N7s0YEDFDMYAdAKAh7XbhAfH/+GR5J5+Tt34m9bW0yyzClra/zat/vH+n6VoRNnsjHIlbMUZeVNLeN+nP+uh6RQKBSK/xglqKFQvGdUKhW26ierKiSzCXtd1me1jB3UBe/wI4gBJ3EJOcKoXq1zcpjpgoJDGPvDPCbMmEd0dPQbtfXgYQD9p6/i74fJ2JZtidqvDFHeNZn624ZMt/HF2B/4euMtZp2RafPFd3xcvzZluIk56AI8OkPTAlrKlC75RuPMDkmSiDY++ZUraqwIT7B8zys3bifRtxqCICCIKoLsi7Pv0NFs9TPs+wXcsqtEpGsFLluV4evv571+J4VCoVAoFAqFIoftXLqMWVWqMrdsOeYP/oK3nfn65qbNVE5MAsBJELA+cRyj0Zipfc3ajClmTc+knD2+Zw+b6tVH16Ub2+vV5+CmTZb97OwxyjKyLHPYkMLxlCQiQ0Pf/GAyqX6HDhRZvZLDQ4eQZ/lSmvTs+Y/1/So3QlNQ62wAUNk4ceVRzLsdkEKhUCj+c5T0UwrFe2hEtyZ8t3gr8WYNeW0lxkzKenFoP18fNs6biMFgeGvpi8LDI+g66ififGuALHFs6PesmzU623lk123dTbJ3RcSoAxneTzGrMrX/gwcPOBwkoPH2AyDWtyZzl65nwfejCAsLQ6PR4OzsnK2xvSlRFPHSSzyUJQRBxJwUQ4FcjgDY2VpjDkxKv/AXDfG4OBXOVj9RBlX60m5BVBGe+J6sQVcoFAqFQqFQ/N8IDQ0lePIUWqetWghZ9webihSmRe/eb6W/xMREHgYHI8ty+rWwQWuFWp25Rx6lBvRnx6jRFAoL47K3NxUHD87w+dk5c2gWGQlqNb4xMWycN49azZvTccJ45t69Q9Cxv2mjUjPSJLG9TVtq/v4bRcuUyenDfE5ISAgRCUl8/OmnODo6vvX+MstWLfF4upssy9iopXc6HoVCoVD89yhBDYXiPVS7WiVqV6uE2WxGpcrcA/2XeZv1GJav30Kcj2WFAYKKMOdybN21lw6tmmWrPV8vN8x3opHMqZiS41Hr7TDFhVMyd+YCEWazGVl4+nwJSDIIgoCHx+tTTsmyjNFofGvn7OcxA/lm5u/EGwWK+DgwrJ9lJlXvLu05/uV4Lse6I5iN1PWDyhWzl+vYw1omSjIjiCokkxEf+3++sLlCoVAoFAqF4v9bwP375ImKgrQVD57AxXv33kpfERER/NqyFdWvXWdhqpGaWisCnRzJ3btXpmtq1GjalMJVqnD3+nXaFSv23EQolTFjfUJ1qgkAW1tb+q1Ywepy5cidYFkl0iQsnB0LF1J03ttdMb128w5mbj1Hkt4LpyV7+L5vcyqWK/1W+8ysr3u0YNRPq4mVrXFTJ/HNV+/HChKFQqFQPE+WZY4dP0l8QiJ1alb719R1VYIaCsV77E0DGm+bk70d5ruJqPX2AMiGBJwccme7vXYtmnDs3FT+dnEl+txWPB2t6fJRTfp265Gp/fPkyUN5xwTOJkaj0ttj8+govcZlrrj47v1HmLZiJ4mSFf7WBmaOHoCHh0eOFrRzd3djweSvnntfrVazZMZYrl27jl6vI2/evNnuY8boAXw9dQGRyeDjoGbKV/3fZMgKhUKheM/IssyWX34h8uJF7AoUoPWgQUrxVYVC8d4pXKwYv+TNTYGAQADO6vUUqlPnrfS1efoPdLx9B5VWSz6Nhg2SRN0VyymfxYLobm5uuLm5vfAzj48/5srNGxRLMXJLo8GxQYP0zwRBQBaf3LfJsoz0mt/LAffu8dfvv6O2tqb14MHo9fosjRVgyc6TSD6V0QHJeDN3zc73JqhRrlQJdvxSnMTERGxsbJS/UwqFQvGekmWZgaO/52iME6j15Fo3lpUzv8Ha2vpdD+21lKCGQqHIts7tWrL/5HguxrmDbKaKSyIN6nXLdnuCIDB7wldERkaiUqkyvYT64NETbNl/Eo1KZvLwPuzcd4jwqFDa9x+E1wuKgj+9LP3x62krdhHvU4OU6GCO3zrFB5//hL89TPuiC8WKFnpl/9dv3mb11j3YWGkY2OMTdDpdpo85PDyCYd/PJzwJ3K3hh5H9Mr3vizg5ObFgytdv1IZCoVAo3l8rJk8m3/yFlJckQgX49VEgPadNfdfD+lczGAxUqlSJCxcucO7cOUqXLv2uh6RQ/OvZ2try8a+/svn7qWhTU/Fr8jFVnwoE5CizKb1YqF4QKKRW4+TklKNdNO/fj8O5c7H7+HFylSlD+5Yt0z+zsbFB3bw5V1aswD/VxG5fH5p8/vlL2wq4e5dNbdvSIiiEFGDGkaMM27QRjSZrK6xTpYyBgsdn4djOnZybMweV0YTLRw1p80wqrX+KIAjZTkusUCgUin/GufMXOBZlj5V7bgCCbJ34+feVDBuQucnF79K/Lqih3HQoFO8PlUrFoh/HcOnyFTRqNUWKFM6RWTguLi6Z3vbvk2cYtfQgJs9SyAYzV0b8wPqfx6HVap/bVpZlho7/kdMP49EIEl0blKdzm6YYDAYSJcv2cffO41mxKQBRwMSFa1k185uX9n/txi36TFuJwacy5tQUTn05gVWzx2d6lc3w7+dzzbocgo1IhGTmq+/n88v3IzN9/AqFQqH4/5J09Bj+kiU3uYcM5pMn3/GI/v2GDx+Ot7c3Fy5ceNdDUSj+UwoUL06BZUvfej8f9O7Nhv0HaBkUTAwyt2rXpukbrHx+mRqNG1OjceMXftZ9ymT+qlaVo9ev0+6TT/Dw9HxpO38tWkSLoBAEQUAPVD19hgunT1O+SpUsjadqQTe2B4Yi2nlA5B0a1CxEeHg4V4Z/RfPIKACu37rFgdy5qd28eZbaVigUCsX/h+SUFCTVk+dngkqNwWR+hyPKvMwlmHyPPL7pUCgU7wdRFClVsgRFixZ5J8uKtx04gcmzFGApjB2g8ufGjZsv3PaXZWs4FO+DwbcKCT7VmLvzEqGhoeh0OvxtjEhmE6ImY+7ApNcUKV+5ZQ8Gn8oAqDQ6bko+XL16LdPjjzSICIKYPv6IlEzvSlBwCHN+WcqmbTuRZaUguEKhUPw/MDyTosT4L1ga/j7bsWMHu3fvZvr06e96KArF/5VVU6Ywp3wF5lSoyJqpb7baLFf+/LRa/wf7Bvbn+rff8MXSpZm+L8mpa+g1U6fy8MuhOP70M4v79sVgMLx0W7Xemqc/jdNosHFwyHKfY4b0YXBVBxra32Vcy+J0btuMGxcvUiw0LH2bwkYj906dynLbCoVCofj/UKlCeQrJ9zAbU5BlCdtHh/m0Xfbq5P7T/lVBDeWmQ6FQPMvBxgqzMTn9tVVqLK6uL17pERAWhcrmyVL0JJ0bDx4GAPDL5OHU0t3CxRSGKSkGAFNyHIU8Xp3f1kqjQjI/KRyYGnGf73/7gx6jprNr36HXjt/DGmTJEgWXzKl42GT8tSxJEqOnzqH14O/o8uUkbt2xFFi8fvM2nUbNZekDZybtCeXL8T++ti+FQqFQ/Pt9MHoUa3L5c1Kt4g8fb6p9raQczK7Q0FB69uzJsmXL/hV5gxWK/4rj+/bhvPAXWgSH0CIoGLt5Czh9+PAbtemTKxddRoygdZ8+mVox/fDOHaY3bMS8UqWZ3rARAXfvZrvvkJAQjAt/oUFCIpVNJlodP8nqVwRqWn8xmLVlSnHLZOKMAEGtWlKkaNEs9ysIAh1bN2Psl31pULcmAAVLlOCq+5O6IDc1GnJnsbaIQqFQKP5/qNVqlv74LZ3zxNDCNYDlkz/H2+vlqw3fJ/+a9FOPbzo2bdqk3HQoFIp0n/fszMVhE7kRYYvanEK7Knnx8vJ64ba1K5bmrzVnkF0LAuBueEjRIh0BsLOzY9rowTwKDKJ1n6+JM2txUKcyYsnMV/b/Rc9PODNkIvfUeTDHhiKajdx2qAfA9TUn8HB1pnTJ4i/d/8fRA/nqu3mExUt42Ip8P3JAhs+nz1vMrnA3VA4FkGWZIVN/ZeuCSfy6dhvJftUskWkHT44+DCIyMjJLqbsUCoVC8e9TpEwZ8h3YT3BwMI08PLJUx0nxhCzLdOvWjT59+lC+fHnu37//2n0MBkOG2ddxcXFvcYQKxbsTExPDzatXyVuwIK6urjne/p0LF6huMELaaorCBgMnL1ykfI0aOd7Xy2z86mvaX7xkKfIdEckfw79i8B/rstVWZGQkznHxkFYTQy+KJEdEvHR7vV7P0E2bOH/qFO729jQt/vJ7haxyd3enyHdT2PTzXFRGI84NG9C2RYscaz+rjEYjc35bQXySgTaN61K0cMF3NhaFQqFQvJiVlRWDenV918PIsn9FUCM7Nx2g3HgoFO8zo9HIjAVLiU408EGV0nxQq9pr9wkKCuLhw0eUKFEMGxsbALRaLUtnjiM8PBxra+tXFqOrV7MqJ89eZM3ePxBEFa3ql3tu+6+n/4pcpiP2goAkmRk1/RfmThr+0jZtbGxY89M4zp+/yPEz51hy58mFeqpHCXYeOPbKoIadnd0r278bEovK2gewzMaKNOlJSUkB4fmC5+8i/ZdCoVAo/nlarZZcuXK962G8l8aOHcu4ceNeuc2pU6c4duwYcXFxjBgxItNtT5ky5bVtKxTvmizLREREYGdnl62g59nDhznx+WCKBQayyd2dghMnULNZzqahqNKoEft/W0T96GgADro6U7fhWyoiDoQGB7NryRJsnJ1p/tlnqFQqdNFR6dfOgiCgTxtLdiTExnLIkEIxtRqNILA7OYno5FfnlNVoNFSoWjX9tSzL7FizhpiQEOp37Iibu3u2x1OtcWOqvaT2xz9JkiS6fTmBW7blUWl17J2+hp8Ht6ZE8SLvemgKhUKh+A94p+mnxo4diyAIr/zv9OnT/PTTT1m+6QDLjYeDg0P6f35+fm/pSBQKRVb1HjGFP4JcOZCcn29Wn2Lbnv2v3H7R6o20/HYJvZddpPnnU7h5+8kScUEQcHd3f2VAAyA6Oprdl0PQlW2NVekWbLieyl8Hj2bY5lZI/JMbHFHFrZDY1x6LVqulYsXy1K5RDVV8cPr7cnwIBXK/2e8dXxdrTCkJ6a+dVCnodDr6dGiGTeBRzKkpmGICqZVHh7Ozs+UY7tzjq8mz+XrKbAKDgl/WtEKhUCgU/zkDBgzg2rVrr/yvePHi7Nu3j+PHj2NlZYVarSZ//vwAlC9fnq5dXzxTbcSIEcTGxqb/FxAQ8E8emkLxWgkJCXzXpAl/Va7Kb5Urs3NJ1ot0H/vxR5qGhpFPraFRVDQX5vyc4+PMW7gwRWbN4M9aNfmzVk2Kz5pFrrR/gzkt8OFDVjZrTu3Zcyg0dhwzPvkEWZYxFypEgiQBkCBJSEUKZ7sPtUpFNSsdm5OTWJ+UiJdKjaf3i1eOv4gsy8zq0QO3IUOpMnU6y5s05dGDB9kez/vi7t27XDe6odJagmtGn4qs3Lb3HY9KoVAoFP8V73SlxoABA2jfvv0rt8mdOzcTJ05Mv+l4Wvny5enUqRNLlix54b4jRoxgyJAh6a/j4uKUwIZC8R6Ij4/nWowGla+lXoXsXoSdxy7SuH6dF24vyzLLdp8Fv+rogTjZl5lL1jN3wrAs9Xv+4iWirXPzeM6a7JKPo6cvZVglEh0WhFN+M4KoQjIZiQjK/AOLksWL0qXyBTYcOYYZgVqF3WjVtFGWxvisrwd8RtTEmdwMN2CrNjNykCVdVv68uVk9ZRCbduzB3ycPDerVBuBRYBC9Ji8iyccy8+vM6J9Y+8MwnJycXtaFQqFQKBT/Ga6urplKlzN79mwmTpyY/jooKIgGDRqwZs0aKlWq9MJ9rKysnrsfUSjeJ6vHjaP92fNoBQFSUtg4YwaG9u2y9HOrMZqeeW3M6WECUKlePSrVq/dW2n7arnnzaPMoEEEQcEKgyKHDXL9+nZ6zZrHMzh7z/fuo8uShx4Tx2e6jTIUK7K1dk0aHj2IjCP9r797je67//4/f3++dz1vMGLPNKYbZHNrHIVkppE/Eh+UUSlHUxykRRXJIiG/6OvWTw4p8RSWHUDmEyLlChBzanA+bjbHt/fr9Ifu0KNvHttf7vffternsktfr/Trc369Xy+vR4/V8vbSoQqR6vPhintc/ceKEyn31jUJ/v7Gq3Ynf9OWUKepRCO8STU9Pl7e3d5GM8Pb29pZL9n/efWjLzpKHi0O91hUAYMdMbWoUZtEhUXgA9srT01PutgzdLJEMW7bcXW1/ubzNZlOm5T//ubJYLMrKzv8FcdUqleV9dZNsQTfunLJdPq0q0aG5lilbPlzHdq2S1d1Ttsxruu/e/D33tU/3DurdzcjJebdcXV31zoiBt/2sVKlgPde1Y655//f5l7oS+o+cfV8sWVvL16xV5/Zt7joLAADFRfny5XNN3xztWbFiRZUrV86MSMBds6RevtHQ+F1QWrrS0tLyVRMHt2imffv2Ker6dR11scr7wdvfdOQwrC6ySbr56vBMq1Vubm5yc3PT0+PeKphdWK0asGCBln34oa6kpKjnU08pMDAwz+tbLBbZLMafZxZItpt+PXpc/x47Q2ezvBRozdCo3gmqE1OzQPfxZ6GhoXqsWoCW/vyTst39Vf76YfUf9Gqh7hMA4Dwc4p0aFB1A8eLm5qZuj8Ro1lfbdMXFX+WMkxoydsBfLu/i4qK65Xy0Mf2iXHyCZD27Xy0fq5Xv/ZYpU0YvPRq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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Number of Clusters: 4\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Filip\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Number of Clusters: 8\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Filip\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "\n", "table_X, table_y, features, target_name, df = load_data('PetFinder_dataset.csv')\n", "table_X_Scaled, table_y_Scaled, features_Scaled, target_name_Scaled, df_Scaled = loadScaledData(df)\n", "df_Scaled.to_excel(\"output_file.xlsx\", index=False)\n", "\n", "def plot_pca_with_clusters(X_scaled, num_clusters, df, ax):\n", " kmeans = KMeans(n_clusters=num_clusters)\n", " kmeans.fit(X_scaled)\n", " cluster_labels = kmeans.labels_\n", " pca = PCA(n_components=2) \n", " pca_result = pca.fit_transform(X_scaled)\n", " \n", " sns.scatterplot(x=pca_result[:, 0], y=pca_result[:, 1], hue=cluster_labels, palette=\"Set1\", s=10, edgecolor='black', ax=ax)\n", " ax.set_title(f\"PCA of KMeans Clustering (Clusters: {num_clusters})\")\n", " ax.set_xlabel(\"PCA Component 1\")\n", " ax.set_ylabel(\"PCA Component 2\")\n", " ax.legend(title=\"Cluster\")\n", "\n", "def plotBicluster(table_X, nclusters, ax):\n", " clustering = SpectralCoclustering(n_clusters=nclusters, random_state=0)\n", " clustering.fit(table_X)\n", " row_labels = clustering.row_labels_\n", " \n", " pca = PCA(n_components=2)\n", " table_X_PCA = pca.fit_transform(table_X)\n", " \n", " sns.scatterplot(x=table_X_PCA[:, 0], y=table_X_PCA[:, 1], hue=row_labels, palette=\"Set1\", s=10, edgecolor='black', ax=ax)\n", " ax.set_title(f\"PCA of Spectral Coclustering (Clusters: {nclusters})\")\n", " ax.set_xlabel(\"PCA Component 1\")\n", " ax.set_ylabel(\"PCA Component 2\")\n", " ax.legend(title=\"Cluster\")\n", "\n", "for num_clusters in [2, 4, 8]:\n", " print(f\"\\nNumber of Clusters: {num_clusters}\")\n", "\n", " fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "\n", " plot_pca_with_clusters(table_X_Scaled, num_clusters, df, axes[0]) \n", " plotBicluster(table_X_Scaled, num_clusters, axes[1]) \n", " \n", " plt.tight_layout() \n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Overfitting can be observed through the significant overlap of clusters in the following images, both in clustering and biclustering. This indicates that no clearly defined groups exist when considering the two principal components.\n", "In K-Means, overfitting becomes evident as soon as the number of clusters reaches 4. However, in Co-Clustering, the groups exhibit less overlap, resulting in a clearer visualization.\n", "\n", "That said, the visualization with 2 clusters is better in K-Means, as points that are closer together generally tend to be more similar." ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.decomposition import PCA\n", "from sklearn.cluster import SpectralCoclustering\n", "\n", "def plotBiclusterHeatmap(table_X, nclusters, ax1):\n", "\n", " clustering = SpectralCoclustering(n_clusters=nclusters, random_state=0)\n", " clustering.fit(table_X)\n", "\n", " row_order = np.argsort(clustering.row_labels_)\n", " col_order = np.argsort(clustering.column_labels_)\n", " table_X_reordered = table_X.iloc[row_order, col_order]\n", "\n", " sns.heatmap(table_X_reordered, cmap='twilight_shifted', ax=ax1, cbar=True)\n", " ax1.set_title(f\"Bicluster Heatmap (Clusters: {nclusters})\")\n", " ax1.set_xlabel(\"Reordered Columns\")\n", " ax1.set_ylabel(\"Reordered Rows\")\n", "\n", "fig, ax1 = plt.subplots(1, 1, figsize=(10, 8))\n", "plotBiclusterHeatmap(table_X=df_Scaled, nclusters=5, ax1=ax1)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from sklearn.cluster import SpectralCoclustering\n", "\n", "def plotBiclusterLineplot(table_X, nclusters, axes):\n", " # Perform Spectral Coclustering\n", " clustering = SpectralCoclustering(n_clusters=nclusters, random_state=0)\n", " clustering.fit(table_X)\n", " row_order = np.argsort(clustering.row_labels_)\n", " col_order = np.argsort(clustering.column_labels_)\n", " table_X_reordered = table_X.iloc[row_order, col_order]\n", "\n", " # Plot average of cluster columns in separate subplots\n", " for cluster_id in range(nclusters):\n", " cluster_columns = table_X.iloc[:, clustering.column_labels_ == cluster_id]\n", " cluster_avg = cluster_columns.mean(axis=0)\n", " \n", " # Use Seaborn to plot the average values\n", " sns.lineplot(data=cluster_avg, ax=axes[cluster_id], label=f'Cluster {cluster_id + 1}')\n", " \n", " axes[cluster_id].set_title(f\"Cluster {cluster_id + 1}\")\n", " axes[cluster_id].set_xlabel(\"Columns\")\n", " axes[cluster_id].set_ylabel(\"Average Value\")\n", " axes[cluster_id].legend(title=\"Cluster\")\n", "\n", "nclusters = 5\n", "# Create separate subplots for each cluster\n", "fig, axes = plt.subplots(nclusters, 1, figsize=(10, 3 * nclusters)) # Adjust figure size as needed\n", "\n", "plotBiclusterLineplot(table_X=df_Scaled, nclusters=nclusters, axes=axes)\n", "\n", "# Adjust layout for better spacing between subplots\n", "plt.tight_layout()\n", "\n", "# Show the plots\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The best bicluster created was the one with 5 clusters, as it had 5 well-defined groups, each containing a specific number of features.\n", "- Cluster 1 included the features: Dewormed, Vaccinated, and Sterilized.\n", "- Cluster 2 contained the features: Gender, PhotoAmt, and Quantity.\n", "- Cluster 3 included: Breed1, MaturitySize, FurLength, and Health.\n", "- Cluster 4 contained: Type, Color2, and State.\n", "- Cluster 5 included: Age, Color1, and Fee.\n", " \n", "We believe Cluster 1 makes sense, as each feature pertains to a medical procedure.\n", "Cluster 2, which includes PhotoAmt, Gender, and Quantity, also seems logical, as all these features are related to visual data.\n", "Cluster 3 is more challenging to interpret, as it's harder to find a clear correlation between its features.\n", "The same applies to Cluster 4.\n", "Cluster 5, however, appears reasonable when considering that age and color might be correlated, and the Fee feature likely reflects this as well—older animals may not require a fee.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.3. Clustering - Final Discussion and Conclusions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Final Comments and Conclusions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 4 }